style(memhub): format Core sources with Ruff

Co-authored-by: Cursor <cursoragent@cursor.com>

CHANGELOG.md

@@ -4,13 +4,26 @@ Hy Memory and MemHub are versioned and released independently.
 
 ## Unreleased
 
-- MemHub App now exposes the complete memory-mode lifecycle. New installs
-  explicitly choose lite or pro during onboarding; pro completes only after a
-  generation model is active, while ultra remains an advanced Settings choice.
-  Settings shows mode effects, graph backfill, the default 03:00 evolve
-  schedule and manual evolve. The memory page shows original conversations in
-  lite and advanced memories in pro/ultra. Existing installs remain pro unless
-  the user changes them, and embedding maintenance blocks mode/evolve changes.
+- MemHub host capture hooks no longer write the database. `one-memory
+  capture <host>` used to open the main SQLite file from its own short-lived
+  process on every hook, re-create the retired `evidence` / FTS tables on an
+  SDK-authority home and write the write queue outside Core's single writer,
+  contending for the file lock with Core and with other hosts' hooks. It now
+  reads only the runtime receipt and token and posts the hook's JSON to the
+  running Core (`POST /api/v1/live-capture/{source}`, 1.5 s budget). Core
+  applies the same gates (grant, sync switch, rejection counting, automated
+  sessions, the Cursor/Claude Code rule; the migration fence stays on the hook
+  side) and stages the turn in-process through the live file-sync path. When
+  Core is not running the turn is dropped silently; nothing falls back to a
+  local write.
+- MemHub no longer sends one turn to the SDK twice when a host's hook and live
+  file sync both see it. The two lanes gave the same message different
+  identities (the hook carries no workspace and often no message id) and
+  separate assembly rows, so both were written as raws. Hook input for a
+  source that live sync reads from its own files (every hooked host except
+  Qwen Work, while live sync is on) is now left to the file path; only a
+  source without file polling is staged from its hook. Tables an older hook
+  re-created on an SDK home are dropped by the existing startup cleanup.
 
 ## Hy Memory 2.0.14 — 2026-11-04
 
@@ -90,11 +103,63 @@ Hy Memory and MemHub are versioned and released independently.
   like the other feature switches. The API answer gains `parameters`, and
   `pipeline.features` can now carry the threshold as a number. Refs #241.
 
-## MemHub 1.0.6 — 2026-11-02
+## MemHub 1.0.6 — 2026-11-04
 
-Build 40, on `hy-memory==2.0.13`. Linux x64/arm64 Runtime and macOS arm64
+Build 44, on `hy-memory==2.0.14`. Linux x64/arm64 Runtime and macOS arm64
 App and Runtime.
 
+- MemHub App now exposes the complete memory-mode lifecycle. New installs
+  explicitly choose lite or pro during onboarding; pro completes only after a
+  generation model is active, while ultra remains an advanced Settings choice.
+  Settings shows mode effects, graph backfill, the default 03:00 evolve
+  schedule and manual evolve. The memory page shows original conversations in
+  lite and advanced memories in pro/ultra. Existing installs remain pro unless
+  the user changes them, and embedding maintenance blocks mode/evolve changes.
+- MemHub pins `hy-memory==2.0.14`. Lite search is plain RAG over raw: the
+  App's lite search, CLI context search, `/api/v1/recall` and the Host Bridge
+  (`MemHub_recall`, context search) return every vector hit above the floor,
+  ranked by score, over active and shadow raws, so history pro already
+  processed is still found after switching to lite. The turn view no longer
+  drops a hit whose turns do not literally contain the query; it shows the
+  hit's closest turn instead. Pro and ultra raw search stays active-only.
+  Fixes every raw search failing in packaged builds since #316, which passed
+  `statuses` to an SDK (2.0.13) that did not accept it. The lite raw-turn
+  page also stops re-listing the whole raw layer on each poll when a live
+  session only adds new raws.
+- MemHub Core no longer stalls writes or freezes the App for tens of seconds
+  on a machine with a long live-sync history. Finished live-sync import jobs
+  are pruned to the newest 20 per source (at startup, in bounded batches, and
+  every 10 minutes); history imports and every unfinished job are kept. Job
+  lookups are filtered in SQL with new indexes (schema migration 63) instead
+  of reading the whole table. The durable write queue runs its claims,
+  settles and lease renewals on its own threads, so import work can no longer
+  starve a lease. Import abandon, resume and enqueue, and the file watcher's
+  path attribution, no longer touch the database or the disk on the event
+  loop, and the WAL cadence checkpoint runs on its own thread instead of on
+  the writer's. The write drain now restarts itself after an unexpected exit,
+  reports the failure with its stack, and shows `write_drain` /
+  `write_drain_error` in memory-processing and `memhub status`.
+- Model Center (#293, #295): Settings splits into 界面语言 / 记忆模式 /
+  模型配置 pages, with separate 记忆整理 (generation) and 记忆搜索
+  (embedding) lanes. Changing one lane sends only that lane's patch. An
+  embedding change shows the switch plan, confirmation, progress, cancel and
+  rollback, and the search model only changes after the rebuilt index is
+  verified. Model panels open inside the lane that launched them and close
+  only after Core confirms the profile is active (#310).
+- Lite keeps raw conversations (#297): lite raw writes are no longer stopped
+  by the "pause model sedimentation" switch, the memory page lists every
+  imported raw conversation by role (by turn since #316), and lite adds a
+  manual raw input (source `one-memory-manual`) that never calls a
+  generation model.
+- The home page follows the memory mode (#298): lite counts raw
+  conversations and previews the latest one; pro and ultra read memories.
+  Pro and ultra now require an active generation model, in both the mode
+  preview and the switch.
+- Onboarding (#304) asks for lite or pro and resumes after a restart (schema
+  migration 62); pro finishes only once a generation model is active.
+- Smaller App fixes: compact home status copy (#307), clearer mode-switch
+  effects (#312), Ultra topic nodes are hover-only (#315), and settings
+  controls use the content width (#317).
 - Interfaces in 11 languages: English, Simplified and Traditional Chinese,
   Japanese, Spanish, German, Portuguese, French, Korean, Russian and
   Indonesian. Every interface language, Simplified Chinese included, sets the

README.md

@@ -33,7 +33,7 @@ English | [中文](README.zh.md)
 ## Latest News
 
 * *<mark>[new]</mark>* 🔥🔥🔥 **[2026-10]**: 🚀 **Open-sourced** quantized **FP8** (**[Hy-Memory-30B-A3B-FP8](https://huggingface.co/tencent/Hy-Memory-30B-A3B-FP8)**) and **GGUF** (**[Hy-Memory-30B-A3B-GGUF](https://huggingface.co/tencent/Hy-Memory-30B-A3B-GGUF)**) versions of **Hy-Memory-30B-A3B** on Hugging Face!
-* *<mark>[new]</mark>* 🔥🔥🔥 **[2026-11]**: 📦 **Released [MemHub v1.0.6](https://github.com/Tencent-Hunyuan/Hy-Memory/releases/tag/v1.0.6)** with interfaces in 11 languages, memory modes (lite / pro / ultra with nightly evolve), safe embedding-model switching, multi-user support for the CLI and API, memory writes that retry themselves and pause while the model provider is down, and more reliable upgrades, on **`hy-memory==2.0.13`**. See the release notes for details.
+* *<mark>[new]</mark>* 🔥🔥🔥 **[2026-11]**: 📦 **Released [MemHub v1.0.6](https://github.com/Tencent-Hunyuan/Hy-Memory/releases/tag/v1.0.6)** with interfaces in 11 languages, memory modes (lite / pro / ultra with nightly evolve), safe embedding-model switching, multi-user support for the CLI and API, memory writes that retry themselves and pause while the model provider is down, and more reliable upgrades, on **`hy-memory==2.0.14`**. See the release notes for details.
 * *<mark>[new]</mark>* 🔥🔥🔥 **[2026-10]**: 📦 **Released [MemHub v1.0.5](https://github.com/Tencent-Hunyuan/Hy-Memory/releases/tag/v1.0.5)** with Chinese, English and Spanish interfaces, one-time pairing codes for more custom Harnesses, and smoother browsing, search, startup and recovery, on **`hy-memory==2.0.8`**. See the release notes for details.
 * *<mark>[new]</mark>* 🔥🔥🔥 **[2026-10]**: 📦 **Released [MemHub v1.0.4](https://github.com/Tencent-Hunyuan/Hy-Memory/releases/tag/v1.0.4)** and **[memhub-cli 1.0.5](https://www.npmjs.com/package/memhub-cli/v/1.0.5)**, with a signed macOS desktop app and verified macOS/Linux Runtimes!
 * *<mark>[new]</mark>* 🔥🔥🔥 **[2026-10]**: 🚀 **Released** **Hy Memory 2.0 (`hy-memory==2.0.4`)** on [PyPI](https://pypi.org/project/hy-memory/2.0.4/) and open-sourced the **Hy-Memory** monorepo together with **[MemHub](memhub/README.md)**!

README.zh.md

@@ -33,7 +33,7 @@
 ## 最新动态
 
 * *<mark>[new]</mark>* 🔥🔥🔥 **[2026-10]**: 🚀 **模型开源** 在 Hugging Face 发布 **Hy-Memory-30B-A3B** 的 **FP8**（**[Hy-Memory-30B-A3B-FP8](https://huggingface.co/tencent/Hy-Memory-30B-A3B-FP8)**）与 **GGUF**（**[Hy-Memory-30B-A3B-GGUF](https://huggingface.co/tencent/Hy-Memory-30B-A3B-GGUF)**）量化版本模型！
-* *<mark>[new]</mark>* 🔥🔥🔥 **[2026-11]**: 📦 **正式发布 [MemHub v1.0.6](https://github.com/Tencent-Hunyuan/Hy-Memory/releases/tag/v1.0.6)**：界面支持 11 种语言，新增记忆模式（lite / pro / ultra，ultra 每晚自动整理），可安全切换嵌入模型，CLI 和 API 支持多用户，记忆写入自动重试、模型服务异常时暂停排队，升级更可靠；底层使用 **`hy-memory==2.0.13`**。详见发布说明。
+* *<mark>[new]</mark>* 🔥🔥🔥 **[2026-11]**: 📦 **正式发布 [MemHub v1.0.6](https://github.com/Tencent-Hunyuan/Hy-Memory/releases/tag/v1.0.6)**：界面支持 11 种语言，新增记忆模式（lite / pro / ultra，ultra 每晚自动整理），可安全切换嵌入模型，CLI 和 API 支持多用户，记忆写入自动重试、模型服务异常时暂停排队，升级更可靠；底层使用 **`hy-memory==2.0.14`**。详见发布说明。
 * *<mark>[new]</mark>* 🔥🔥🔥 **[2026-10]**: 📦 **正式发布 [MemHub v1.0.5](https://github.com/Tencent-Hunyuan/Hy-Memory/releases/tag/v1.0.5)**：支持中文、英文和西班牙语界面，可通过一次性配对码连接更多自定义 Harness，并优化了记忆浏览、搜索、启动和异常恢复；底层使用 **`hy-memory==2.0.8`**。详见发布说明。
 * *<mark>[new]</mark>* 🔥🔥🔥 **[2026-10]**: 📦 **正式发布 [MemHub v1.0.4](https://github.com/Tencent-Hunyuan/Hy-Memory/releases/tag/v1.0.4)** 与 **[memhub-cli 1.0.5](https://www.npmjs.com/package/memhub-cli/v/1.0.5)**，提供已签名的 macOS 桌面应用及经过验证的 macOS/Linux Runtime！
 * *<mark>[new]</mark>* 🔥🔥🔥 **[2026-10]**: 🚀 **正式发布** **Hy Memory 2.0 (`hy-memory==2.0.4`)**（已上线 [PyPI](https://pypi.org/project/hy-memory/2.0.4/)），并开源 **Hy-Memory** monorepo 与 **[MemHub](memhub/README.md)**！

memhub/README.md

@@ -18,8 +18,8 @@ If you run into a problem, please open an Issue with the version, platform,repro
 
 ## 发行与平台合同
 
-源码当前固定使用公开 PyPI 正式版 `hy-memory==2.0.13`。MemHub 源码版本为 `1.0.6`
-（build 40），GitHub 仓库为
+源码当前固定使用公开 PyPI 正式版 `hy-memory==2.0.14`。MemHub 源码版本为 `1.0.6`
+（build 44），GitHub 仓库为
 [`Tencent-Hunyuan/Hy-Memory`](https://github.com/Tencent-Hunyuan/Hy-Memory)，npm 包名为
 `memhub-cli`。当前代码架构见
 [`docs/ARCHITECTURE.md`](docs/ARCHITECTURE.md)。
@@ -118,7 +118,7 @@ MemHub 的 SQLite 数据默认位于 `~/.one-memory`，不在 npm 包或 Runtime
 
 ## Hy Memory
 
-SDK 依赖固定为公开 PyPI 正式版 `hy-memory==2.0.13`。SDK 配置、权限边界及 search
+SDK 依赖固定为公开 PyPI 正式版 `hy-memory==2.0.14`。SDK 配置、权限边界及 search
 返回格式见 [`MEMORY.md`](MEMORY.md)。HY search 返回的 `content` 已包含 SDK 统一生成的
 逻辑时间和演化上下文；调用方不应再次转换时间戳或重复拼接 `When`。
 

memhub/SBOM.spdx.json

@@ -2352,7 +2352,7 @@
     {
       "SPDXID": "SPDXRef-Package-hy-memory",
       "name": "hy-memory",
-      "versionInfo": "2.0.13",
+      "versionInfo": "2.0.14",
       "downloadLocation": "NOASSERTION",
       "filesAnalyzed": false,
       "licenseConcluded": "Apache-2.0",

memhub/THIRD_PARTY_NOTICES.md

@@ -9,7 +9,7 @@ Per-package license texts are not reproduced here yet; the license
 column is filled in as part of release review, and the SBOM records
 `NOASSERTION` until then rather than guessing.
 
-## hy-memory 2.0.13
+## hy-memory 2.0.14
 
 License: Apache-2.0
 

memhub/apps/cli/src/status-report.test.ts

@@ -109,6 +109,39 @@ describe("status on a paused model", () => {
     });
     expect(renderStatusText(report, "MemHub")).not.toContain("模型暂停");
   });
+
+  it("reports a restarting write drain and its exit code", async () => {
+    const report = await compose({
+      ...processing({ llm_backoff_until: null, llm_backoff_error: null }),
+      write_drain: "restarting",
+      write_drain_error: "operational_error",
+    });
+    expect(report.sections.processing).toMatchObject({
+      write_drain: "restarting",
+      write_drain_error: "operational_error",
+    });
+    const text = renderStatusText(report, "MemHub");
+    expect(text).toContain(
+      "写入队列：异常退出（operational_error），正在自动重启",
+    );
+    expect(text).not.toContain("write_drain");
+  });
+
+  it("says nothing about a running drain and nulls what an older Core omits", async () => {
+    const running = await compose({
+      ...processing({ llm_backoff_until: null, llm_backoff_error: null }),
+      write_drain: "running",
+      write_drain_error: null,
+    });
+    expect(renderStatusText(running, "MemHub")).not.toContain("写入队列");
+    const older = await compose(
+      processing({ llm_backoff_until: null, llm_backoff_error: null }),
+    );
+    expect(older.sections.processing).toMatchObject({
+      write_drain: null,
+      write_drain_error: null,
+    });
+  });
 });
 
 describe("status and doctor on an unfinished upgrade migration", () => {

memhub/apps/cli/src/status-report.ts

@@ -323,6 +323,8 @@ export function renderStatusText(
   if (embeddingSwitch !== null) lines.push(`向量模型：${embeddingSwitch}`);
   const backoff = modelBackoffLine(report.sections.processing);
   if (backoff !== null) lines.push(backoff);
+  const drain = writeDrainLine(report.sections.processing);
+  if (drain !== null) lines.push(drain);
   if (report.summary.state === "partial") {
     const notes = [
       report.summary.degraded.length > 0
@@ -353,6 +355,20 @@ function modelBackoffLine(section: Section | undefined): string | null {
   }`;
 }
 
+/** The durable write drain, when it is not simply running: it exited on an
+ * error and is coming back (`restarting`), or it is not running at all. */
+function writeDrainLine(section: Section | undefined): string | null {
+  if (section?.state !== "ok") return null;
+  const state = section.write_drain;
+  if (state !== "restarting" && state !== "stopped") return null;
+  const error = section.write_drain_error;
+  const reason =
+    typeof error === "string" && error.length > 0 ? `（${error}）` : "";
+  return state === "restarting"
+    ? `写入队列：异常退出${reason}，正在自动重启`
+    : `写入队列：已停止${reason}`;
+}
+
 export function pipelineLine(pipeline: PipelineSummary): string {
   const parts: string[] = [pipeline.mode];
   if (pipeline.forced_by_env)
@@ -410,6 +426,8 @@ const SECTION_LINE_OMITTED = new Set([
   "embedding_switch",
   "llm_backoff_until",
   "llm_backoff_error",
+  "write_drain",
+  "write_drain_error",
   "content_plane",
   "visible_count",
   "effective_mode",
@@ -549,6 +567,7 @@ function describeProcessing(
     })),
     suspended: typeof summary.suspended === "number" ? summary.suspended : 0,
     ...llmBackoffFields(summary),
+    ...writeDrainFields(summary),
     ...embeddingSwitchField(summary),
   };
 }
@@ -569,6 +588,24 @@ function llmBackoffFields(summary: MemoryProcessingSummary): {
   };
 }
 
+/** Durable write drain liveness. Null when Core does not report it (older
+ * Core, or recovery has not started the drain yet). */
+function writeDrainFields(summary: MemoryProcessingSummary): {
+  write_drain: "running" | "restarting" | "stopped" | null;
+  write_drain_error: string | null;
+} {
+  const state = summary.write_drain;
+  const error = summary.write_drain_error;
+  return {
+    write_drain:
+      state === "running" || state === "restarting" || state === "stopped"
+        ? state
+        : null,
+    write_drain_error:
+      typeof error === "string" && /^[a-z_]{1,64}$/.test(error) ? error : null,
+  };
+}
+
 /** The running switch or merge, projected; absent when none runs. */
 function embeddingSwitchField(
   summary: MemoryProcessingSummary,

memhub/apps/core/pyproject.toml

@@ -12,7 +12,7 @@ dependencies = [
     "fastapi>=0.141.1",
     "filelock>=3.32.4",
     # Public SDK version validated against MemHub's permission and recall contracts.
-    "hy-memory==2.0.13",
+    "hy-memory==2.0.14",
     # chromadb arrives through the HY SDK; locked here so an unrelated upgrade
     # cannot move the SDK's store. Built-in embedding consumes numpy directly.
     "chromadb==1.5.9",

memhub/apps/core/src/one_memory/background_work.py

@@ -20,6 +20,15 @@ SOURCE_READER_WORKERS = 4
 SDK_WRITE_WORKERS = 12
 # Recall's SDK reads: one search and the `get`s behind it (`_SDK_GET_CONCURRENCY`).
 SDK_READ_WORKERS = 8
+# The durable write queue's own bookkeeping: claim, settle, the per-job reads
+# around an SDK write, and the drain's maintenance passes. Each is one short
+# statement on the single writer or a reader; the drain runs at most
+# `max_concurrent_sources` jobs, and they wait for the writer, not for CPU.
+DURABLE_QUEUE_WORKERS = 4
+# Lease renewal alone. Renewal is the drain's ownership fence: a lease that
+# lapses while its SDK write is still running hands the job to recovery, so it
+# must never wait for a thread behind any other work, its own queue's included.
+LEASE_RENEWAL_WORKERS = 2
 
 _pool: ThreadPoolExecutor | None = None
 _snapshot_pool: ThreadPoolExecutor | None = None
@@ -28,6 +37,8 @@ _raw_read_pool: ThreadPoolExecutor | None = None
 _memory_read_pool: ThreadPoolExecutor | None = None
 _source_reader_pool: ThreadPoolExecutor | None = None
 _sdk_write_pool: ThreadPoolExecutor | None = None
+_durable_queue_pool: ThreadPoolExecutor | None = None
+_lease_renewal_pool: ThreadPoolExecutor | None = None
 _warmed_readers: weakref.WeakSet[ThreadPoolExecutor] = weakref.WeakSet()
 _reader_warm_lock = threading.Lock()
 _interactive_reads = 0
@@ -109,6 +120,35 @@ def sdk_write_pool() -> ThreadPoolExecutor:
     return _sdk_write_pool
 
 
+def durable_queue_pool() -> ThreadPoolExecutor:
+    """The durable write queue's database work, apart from bulk work.
+
+    The queue used to hand its claims, settles and maintenance to the bulk
+    pool, whose three threads also carry import heartbeats and job listings.
+    Under an import peak all three sat in those for tens of seconds, and the
+    queue's next statement waited for a thread before it could even join the
+    writer's line, and leases lapsed while their SDK writes were still running.
+    """
+    global _durable_queue_pool
+    if _durable_queue_pool is None:
+        _durable_queue_pool = ThreadPoolExecutor(
+            max_workers=DURABLE_QUEUE_WORKERS,
+            thread_name_prefix="one-memory-write-queue",
+        )
+    return _durable_queue_pool
+
+
+def lease_renewal_pool() -> ThreadPoolExecutor:
+    """Threads that only renew durable write leases (`DurableWriteDrain.renew`)."""
+    global _lease_renewal_pool
+    if _lease_renewal_pool is None:
+        _lease_renewal_pool = ThreadPoolExecutor(
+            max_workers=LEASE_RENEWAL_WORKERS,
+            thread_name_prefix="one-memory-lease-renewal",
+        )
+    return _lease_renewal_pool
+
+
 def source_reader_pool() -> ThreadPoolExecutor:
     """Bounded process-wide pool for source iteration and parsing."""
     global _source_reader_pool
@@ -128,9 +168,21 @@ def warm_bulk_pool() -> None:
     Starting a thread is nothing on an idle machine and 2.5 seconds on a busy
     one, which is precisely when bulk work is being handed over. So it is
     done here instead, at startup, before there is anything to be late for.
+
+    The durable write queue's pools are warmed here too, for the same reason:
+    their first renewal must not pay for starting a thread.
     """
-    pool = bulk_pool()
-    started = tuple(threading.Event() for _ in range(BULK_WORKERS))
+    _start_every_worker(bulk_pool(), BULK_WORKERS, "bulk_pool_warmup_timeout")
+    _start_every_worker(
+        durable_queue_pool(), DURABLE_QUEUE_WORKERS, "durable_queue_pool_warmup_timeout"
+    )
+    _start_every_worker(
+        lease_renewal_pool(), LEASE_RENEWAL_WORKERS, "lease_renewal_pool_warmup_timeout"
+    )
+
+
+def _start_every_worker(pool: ThreadPoolExecutor, workers: int, timeout_code: str) -> None:
+    started = tuple(threading.Event() for _ in range(workers))
     release = threading.Event()
 
     def occupy(marker: threading.Event) -> None:
@@ -146,7 +198,7 @@ def warm_bulk_pool() -> None:
     try:
         for marker in started:
             if not marker.wait(10):
-                raise RuntimeError("bulk_pool_warmup_timeout")
+                raise RuntimeError(timeout_code)
     finally:
         release.set()
     for future in futures:
@@ -228,6 +280,38 @@ async def in_sdk_write[T](
     )
 
 
+async def in_the_write_queue[T](
+    work: Callable[..., T],
+    /,
+    *args: object,
+    **kwargs: object,
+) -> T:
+    """One durable write queue statement, in the queue's pool (`durable_queue_pool`).
+
+    It still goes through the one writer and its line, like every write; what
+    it no longer does is wait for a bulk thread first.
+    """
+    return await asyncio.get_running_loop().run_in_executor(
+        durable_queue_pool(),
+        copy_context().run,
+        partial(work, *args, **kwargs),
+    )
+
+
+async def in_lease_renewal[T](
+    work: Callable[..., T],
+    /,
+    *args: object,
+    **kwargs: object,
+) -> T:
+    """One lease renewal, in the threads kept for nothing else (`lease_renewal_pool`)."""
+    return await asyncio.get_running_loop().run_in_executor(
+        lease_renewal_pool(),
+        copy_context().run,
+        partial(work, *args, **kwargs),
+    )
+
+
 def _retrieve[T](future: "asyncio.Future[T]") -> None:
     """Mark a shielded read's outcome as seen.
 
@@ -314,7 +398,13 @@ def _warm_reader_pool(reader: ThreadPoolExecutor) -> None:
 
 def shutdown_bulk_pool() -> None:
     global _pool, _snapshot_pool, _interactive_pool, _raw_read_pool, _memory_read_pool
-    global _source_reader_pool, _sdk_write_pool
+    global _source_reader_pool, _sdk_write_pool, _durable_queue_pool, _lease_renewal_pool
+    if _durable_queue_pool is not None:
+        _durable_queue_pool.shutdown(wait=False, cancel_futures=True)
+        _durable_queue_pool = None
+    if _lease_renewal_pool is not None:
+        _lease_renewal_pool.shutdown(wait=False, cancel_futures=True)
+        _lease_renewal_pool = None
     if _sdk_write_pool is not None:
         _sdk_write_pool.shutdown(wait=False, cancel_futures=True)
         _sdk_write_pool = None

memhub/apps/core/src/one_memory/capture_handoff.py

@@ -0,0 +1,133 @@
+"""The hook side of live capture: hand the turn to the running Core, nothing more.
+
+A host runs `one-memory capture <source>` as a short-lived process on every
+hook, often several at once. That process used to open the main database
+itself and write Evidence and the write queue from outside Core's single
+writer. It now never opens the database: it reads the hook's JSON, posts it to
+the running Core over loopback with the runtime token, and exits. Core applies
+every gate and stages the turn in-process (`live_capture.capture_hook`).
+
+Anything that goes wrong — Core not running, a stale receipt, a slow answer —
+drops the turn silently. There is no local fallback write: file-backed sources
+are read again by live sync from their persisted cursor once Core is back.
+"""
+
+import json
+import os
+from pathlib import Path
+from typing import TextIO
+
+CAPTURE_SOURCES = frozenset(
+    {
+        "workbuddy",
+        "claude-code",
+        "codex",
+        "cursor",
+        "pi",
+        "qwen-code",
+        "qwenwork",
+        "hermes",
+        "deepseek-harness",
+        "opencode",
+        "openclaw",
+    }
+)
+SDK_MIGRATION_CAPTURE_FENCE = ".sdk-migration-capture-fence.json"
+#: Core's in-process intake for a hook's payload; see `live_capture`.
+CAPTURE_ROUTE = "/api/v1/live-capture/{source_id}"
+#: Whole request, connect to answer. Pi and OpenCode wait for the hook
+#: synchronously (3 s, interpreter start included), so this stays well under.
+HANDOFF_TIMEOUT_SECONDS = 1.5
+#: A hook carries one turn, or one session's visible text at most.
+MAX_PAYLOAD_BYTES = 8 * 1024 * 1024
+
+
+def data_directory() -> Path:
+    from one_memory.config import load_settings
+
+    return load_settings().data_dir
+
+
+def capture_stdio(source_id: str, stdin: TextIO, output: TextIO) -> int:
+    """Host hooks must stay silent. A bad payload or an absent Core does not fail the turn."""
+
+    del output
+    if source_id not in CAPTURE_SOURCES:
+        return 2
+    try:
+        data_dir = data_directory()
+        if sdk_migration_capture_fenced(data_dir):
+            return 0
+        payload = json.loads(stdin.read() or "")
+    except Exception:
+        return 0
+    if not isinstance(payload, dict):
+        return 0
+    try:
+        hand_to_core(source_id, payload, data_dir)
+    except Exception:
+        return 0
+    return 0
+
+
+def hand_to_core(
+    source_id: str,
+    payload: dict[str, object],
+    data_dir: Path,
+    *,
+    timeout: float = HANDOFF_TIMEOUT_SECONDS,
+) -> bool:
+    """Post the payload to the Core named by this home's receipt. True when Core took it.
+
+    Only the receipt, the runtime token and a loopback socket are touched; the
+    main database is never opened from here.
+    """
+    from one_memory.runtime_client import core_endpoint
+
+    endpoint = core_endpoint(data_dir)
+    if endpoint is None:
+        return False
+    body = json.dumps(payload, ensure_ascii=False).encode("utf-8")
+    if len(body) > MAX_PAYLOAD_BYTES:
+        return False
+    from one_memory.http_client import create_client
+
+    with create_client(timeout=timeout) as client:
+        response = client.post(
+            f"http://{endpoint.host}:{endpoint.port}{CAPTURE_ROUTE.format(source_id=source_id)}",
+            content=body,
+            headers={
+                "Authorization": f"Bearer {endpoint.token}",
+                "Content-Type": "application/json",
+            },
+        )
+    return response.status_code == 202
+
+
+def sdk_migration_capture_fenced(data_dir: Path) -> bool:
+    """Ignore stale fences; a live migration or a failed one pauses hook writes.
+
+    A failed upgrade migration leaves the fence `frozen` (no pid): the home was
+    put back as it was before the upgrade and takes no writes until the next
+    migration attempt, which replaces the fence and lifts it on success.
+    """
+    marker = data_dir / SDK_MIGRATION_CAPTURE_FENCE
+    try:
+        document = json.loads(marker.read_text(encoding="utf-8"))
+        if isinstance(document, dict) and document.get("frozen") is True:
+            return True
+        pid = int(document["pid"])
+        if pid < 1:
+            raise ValueError("invalid migration fence pid")
+        os.kill(pid, 0)
+        return True
+    except FileNotFoundError:
+        return False
+    except ProcessLookupError:
+        marker.unlink(missing_ok=True)
+        return False
+    except PermissionError:
+        return True
+    except (KeyError, TypeError, ValueError, json.JSONDecodeError, OSError):
+        marker.unlink(missing_ok=True)
+        return False

memhub/apps/core/src/one_memory/cli.py

@@ -119,7 +119,7 @@ def run(arguments: Sequence[str], *, output: TextIO | None = None) -> int:
     if command == "sdk-migration-status":
         return sdk_migration_status(options, stream)
     if command == "capture" and len(options) == 1:
-        from one_memory.live_capture import capture_stdio
+        from one_memory.capture_handoff import capture_stdio
 
         return capture_stdio(options[0], sys.stdin, stream)
     if command not in {"status", "doctor"} or options not in ([], ["--json"]):

memhub/apps/core/src/one_memory/context_access.py

@@ -11,14 +11,14 @@ from one_memory.context_models import ContextSearchRequest
 from one_memory.external_memory_access import ExternalMemoryAccess
 from one_memory.memory_server.store_binding import store_for
 
-#: The revoked-source query, per engine.
+#: The connected-source query, per engine.
 #:
 #: Identical text today because it uses no placeholders and reads by position,
 #: which both engines support. Kept as a named constant so that adding a
 #: parameter later forces the `?`/`%s` difference to be considered here rather
 #: than being introduced silently at the call site.
-REVOKED_SOURCES_SQL = (
-    "SELECT source_id FROM source_grants WHERE user_id='local' AND revoked_at IS NOT NULL"
+CONNECTED_SOURCES_SQL = (
+    "SELECT DISTINCT source_id FROM source_grants WHERE user_id='local' AND revoked_at IS NULL"
 )
 
 
@@ -49,16 +49,10 @@ def resolve_context_authority(
         scope for scope in access.scopes if scope == "all-apps" or scope.startswith("workspace:v1:")
     )
     memory_allowed = memory_requested and "om_recall" in access.tools and bool(memory_scopes)
-    declared_sources = frozenset(
-        scope.removeprefix("source:") for scope in access.scopes if scope.startswith("source:")
-    )
     raw_allowed = (
-        raw_requested
-        and "om_conversations" in access.tools
-        and "all-apps" in access.scopes
-        and bool(declared_sources)
+        raw_requested and "om_conversations" in access.tools and "all-apps" in access.scopes
     )
-    if explicit is not None and (not raw_allowed or not explicit <= declared_sources):
+    if explicit is not None and not raw_allowed:
         raise HTTPException(403, "external_context_scope_denied")
 
     raw_sources: frozenset[str] = frozenset()
@@ -70,10 +64,10 @@ def resolve_context_authority(
             # the same code runs on both engines without a branch per engine.
             if hasattr(db, "set_progress_handler"):
                 db.set_progress_handler(lambda: int(time.monotonic() >= deadline), 1000)
-            revoked = frozenset(str(row[0]) for row in db.execute(REVOKED_SOURCES_SQL))
+            connected = frozenset(str(row[0]) for row in db.execute(CONNECTED_SOURCES_SQL))
         if time.monotonic() >= deadline:
             raise TimeoutError
-        raw_sources = declared_sources - revoked
+        raw_sources = connected
         if explicit is not None:
             if not explicit <= raw_sources:
                 raise HTTPException(403, "external_context_scope_denied")

memhub/apps/core/src/one_memory/context_routes.py

@@ -1,6 +1,7 @@
 """Authenticated SDK context search route, without generation or reindex side effects."""
 
 import asyncio
+import logging
 import time
 from collections.abc import Sequence
 from datetime import UTC, datetime
@@ -30,12 +31,14 @@ from one_memory.hy_sdk_types import (
     parse_sdk_search,
 )
 from one_memory.imports.storage import EvidenceStore
-from one_memory.raw_turns import raw_display_turns
+from one_memory.raw_turns import raw_display_turns, turns_for_hit
 from one_memory.sdk_search_options import SdkSearchFilters, SearchLane
 from one_memory.semantic_deadline import SemanticMemoryHit
 from one_memory.user_scope import owns
 
 CALL_EVENT_RESPONSE_BUDGET_MS = 250
+SDK_CONTEXT_CONTENT_LIMIT = 20_000
+logger = logging.getLogger(__name__)
 
 #: Pass-through filters the raw lane honours. Scene, layers, reader and the
 #: schema/working floors describe memory lanes; the raw lane is always the
@@ -71,6 +74,18 @@ def raw_lane_overrides(value: SdkSearchFilters) -> dict[str, object]:
     return found
 
 
+def raw_lane_statuses(*, lite: bool) -> dict[str, list[str]]:
+    """Which raw statuses the raw lane searches.
+
+    Lite extracts nothing, so its search is plain RAG over every raw,
+    including the shadow raws pro already processed before the switch to
+    lite. Pro and ultra keep the SDK default (active only): a shadow raw is
+    already represented by the memories extracted from it, and returning it
+    again would repeat that content in the caller's context budget.
+    """
+    return {"statuses": ["active", "shadow"]} if lite else {}
+
+
 def hit_namespace(hit: SemanticMemoryHit) -> dict[str, str]:
     """The `get` namespace of a hit: nothing for chat, kind and variant otherwise."""
     if hit.kind in {"experience", "fact"} and hit.variant is not None:
@@ -78,6 +93,13 @@ def hit_namespace(hit: SemanticMemoryHit) -> dict[str, str]:
     return {}
 
 
+def bounded_context_content(content: str) -> tuple[str, bool]:
+    """Fit SDK text into its wire contract before Pydantic validates it."""
+    if len(content) <= SDK_CONTEXT_CONTENT_LIMIT:
+        return content, False
+    return content[:SDK_CONTEXT_CONTENT_LIMIT], True
+
+
 def sdk_context_router(dependencies: Sequence[Depends]) -> APIRouter:
     """SDK-native context: no Evidence/Governance ids or fabricated revisions."""
     router = APIRouter(prefix="/api/v2/context", dependencies=dependencies)
@@ -121,9 +143,9 @@ def sdk_context_router(dependencies: Sequence[Depends]) -> APIRouter:
             sources = raw_lane_sources(authority.raw_sources, value.include_sources)
             if sources is None:
                 return ()
-            candidate_limit = (
-                min(value.limit * 10, 200) if value.raw_unit == "turn" else value.limit
-            )
+            # Plain RAG: every vector hit over the floor is an answer, ranked
+            # by its score. Each hit yields at least one item, so the SDK
+            # needs to return no more hits than the caller's limit.
             raw = await asyncio.to_thread(
                 client.search,
                 value.query,
@@ -131,7 +153,7 @@ def sdk_context_router(dependencies: Sequence[Depends]) -> APIRouter:
                     "user_ids": [value.user_id],
                     "agent_ids": [],
                     "include_sources": sources,
-                    "limit": candidate_limit,
+                    "limit": value.limit,
                     "min_score": 0.0,
                     "schema_min_score": 0.0,
                     "schema_limit": 0,
@@ -139,59 +161,65 @@ def sdk_context_router(dependencies: Sequence[Depends]) -> APIRouter:
                     "scene": "chat",
                     "reader": HY_MEMORY_READER,
                     "layers": ["l1_raw"],
-                    "statuses": ["active", "shadow"],
+                    **raw_lane_statuses(lite=lite),
                     **raw_lane_overrides(value),
                 },
             )
             hits = tuple(
                 hit for hit in parse_sdk_raw_search(raw) if value.passes_floor("raw", hit.score)
             )
-            items: list[SdkRawContextItem] = []
+            # One item per hit first, so a hit is never crowded out by another
+            # hit's sibling turns; the siblings fill whatever room is left.
+            primary: list[SdkRawContextItem] = []
+            siblings: list[SdkRawContextItem] = []
             for hit in hits:
+                memory_at = (
+                    datetime.fromtimestamp(hit.memory_at, tz=UTC)
+                    if hit.memory_at is not None
+                    else None
+                )
                 turns = raw_display_turns(hit) if value.raw_unit == "turn" else ()
-                if turns:
-                    query = value.query.casefold()
-                    lexical = tuple(turn for turn in turns if query in turn.content.casefold())
-                    # A batch-level embedding cannot identify which contained
-                    # turn matched semantically. Return only turns grounded by
-                    # the query text instead of assigning every sibling the
-                    # batch score and showing unrelated conversations.
-                    for turn in lexical:
-                        items.append(
-                            SdkRawContextItem(
-                                raw_id=hit.raw_id,
-                                turn_id=turn.turn_id,
-                                turn_index=turn.turn_index,
-                                turn_count=turn.turn_count,
-                                content=turn.content,
-                                source=hit.source,
-                                session_id=hit.session_id,
-                                memory_at=(
-                                    datetime.fromtimestamp(hit.memory_at, tz=UTC)
-                                    if hit.memory_at is not None
-                                    else None
-                                ),
-                                score=hit.score,
-                            )
-                        )
-                else:
-                    items.append(
+                if not turns:
+                    content, truncated = bounded_context_content(hit.content)
+                    primary.append(
                         SdkRawContextItem(
                             raw_id=hit.raw_id,
-                            content=hit.content,
+                            content=content,
                             source=hit.source,
                             session_id=hit.session_id,
-                            memory_at=(
-                                datetime.fromtimestamp(hit.memory_at, tz=UTC)
-                                if hit.memory_at is not None
-                                else None
-                            ),
+                            memory_at=memory_at,
                             score=hit.score,
+                            truncated=truncated,
                         )
                     )
-                if len(items) >= value.limit:
-                    break
-            return tuple(items[: value.limit])
+                    continue
+                # The embedding is the batch's: the hit is shown by the turns
+                # that contain the query, or else by its closest turn, each
+                # with the hit's score.
+                shown: list[SdkRawContextItem] = []
+                for turn in turns_for_hit(turns, value.query):
+                    content, truncated = bounded_context_content(turn.content)
+                    shown.append(
+                        SdkRawContextItem(
+                            raw_id=hit.raw_id,
+                            turn_id=turn.turn_id,
+                            turn_index=turn.turn_index,
+                            turn_count=turn.turn_count,
+                            content=content,
+                            source=hit.source,
+                            session_id=hit.session_id,
+                            memory_at=memory_at,
+                            score=hit.score,
+                            truncated=truncated,
+                        )
+                    )
+                primary.append(shown[0])
+                siblings.extend(shown[1:])
+            chosen = primary[: value.limit]
+            chosen.extend(siblings[: value.limit - len(chosen)])
+            # Stable: a hit's turns stay together, in hit-score order.
+            chosen.sort(key=lambda item: item.score, reverse=True)
+            return tuple(chosen)
 
         async def memory_lane() -> tuple[SdkMemoryContextItem, ...]:
             # lite extracts nothing: its search answers raw turns, which the
@@ -237,16 +265,15 @@ def sdk_context_router(dependencies: Sequence[Depends]) -> APIRouter:
                     or not owns(memory.user_id, value.user_id)
                 ):
                     continue
+                content, truncated = bounded_context_content(
+                    hit.formatted_content
+                    if hit.sdk_formatted and hit.formatting_complete and hit.formatted_content
+                    else memory.content
+                )
                 items.append(
                     SdkMemoryContextItem(
                         memory_id=memory.memory_id,
-                        content=(
-                            hit.formatted_content
-                            if hit.sdk_formatted
-                            and hit.formatting_complete
-                            and hit.formatted_content
-                            else memory.content
-                        ),
+                        content=content,
                         layer=memory.layer,
                         status=memory.status,
                         source=memory.source,
@@ -256,6 +283,7 @@ def sdk_context_router(dependencies: Sequence[Depends]) -> APIRouter:
                             else None
                         ),
                         score=hit.score,
+                        truncated=truncated,
                     )
                 )
             return tuple(items)
@@ -305,10 +333,45 @@ def sdk_context_router(dependencies: Sequence[Depends]) -> APIRouter:
             if isinstance(lane, EmbeddingUnavailableError):
                 # No lexical fallback: the query could not be embedded.
                 raise HTTPException(503, EMBEDDING_UNAVAILABLE)
-        partial = isinstance(raw_items, Exception) or isinstance(memory_items, Exception)
+        requested_lanes = {
+            "raw": raw_items,
+            "memory": memory_items,
+        }
+        failed_lanes = {
+            name: lane
+            for name, lane in requested_lanes.items()
+            if name in value.kinds and isinstance(lane, Exception)
+        }
+        for name, error in failed_lanes.items():
+            logger.warning(
+                "sdk_context_lane_failed lane=%s error_class=%s",
+                name,
+                type(error).__name__,
+            )
+        all_requested_failed = len(failed_lanes) == len(value.kinds)
+        partial = bool(failed_lanes)
         raw_candidates = (
             () if isinstance(raw_items, Exception) else cast(tuple[SdkContextItem, ...], raw_items)
         )
+        if access is not None and raw_candidates:
+            try:
+                current = await asyncio.to_thread(
+                    resolve_context_authority,
+                    value,
+                    access,
+                    database,
+                    deadline=started + value.timeout_ms / 1000,
+                )
+            except HTTPException:
+                raise
+            except Exception:
+                raise HTTPException(503, "context_authority_unavailable") from None
+            current_sources = current.raw_sources or frozenset()
+            raw_candidates = tuple(
+                item
+                for item in raw_candidates
+                if item.kind == "raw" and item.source in current_sources
+            )
         memory_candidates = (
             ()
             if isinstance(memory_items, Exception)
@@ -334,11 +397,20 @@ def sdk_context_router(dependencies: Sequence[Depends]) -> APIRouter:
             if len(content) > remaining:
                 item = item.model_copy(update={"content": content[:remaining], "truncated": True})
                 truncated = True
+            truncated = truncated or item.truncated
             selected.append(item)
             used += len(item.content)
         final = SdkContextSearchResponse(
             request_id=str(uuid4()),
-            state=("partial" if partial else "grounded" if selected else "empty"),
+            state=(
+                "unavailable"
+                if all_requested_failed
+                else "partial"
+                if partial
+                else "grounded"
+                if selected
+                else "empty"
+            ),
             items=tuple(selected),
             used_characters=used,
             truncated=truncated,

memhub/apps/core/src/one_memory/database_access.py

@@ -242,6 +242,75 @@ class _InTurn:
             self._line.remove(place)
 
 
+class _Checkpointer:
+    """The one thread that runs cadence checkpoints, for every main database.
+
+    A database asks for at most one checkpoint at a time: a request made
+    while one is already waiting is the same request. The checkpoint goes
+    through the database's own writer, in its line, like any other write.
+    A waiting request holds the database weakly: it must not keep alive a
+    database nobody else holds any more.
+    """
+
+    def __init__(self) -> None:
+        self._state = threading.Condition()
+        self._due: OrderedDict[int, weakref.ref[MainDatabase]] = OrderedDict()
+        self._running = 0
+        self._thread: threading.Thread | None = None
+
+    def request(self, database: "MainDatabase") -> None:
+        with self._state:
+            self._due.setdefault(id(database), weakref.ref(database))
+            if self._thread is None or not self._thread.is_alive():
+                self._thread = threading.Thread(
+                    target=self._run,
+                    name="one-memory-checkpoint",
+                    daemon=True,
+                )
+                self._thread.start()
+            self._state.notify_all()
+
+    def forget(self, database: "MainDatabase") -> None:
+        with self._state:
+            self._due.pop(id(database), None)
+            self._state.notify_all()
+
+    def wait_idle(self, timeout: float) -> bool:
+        """Whether every requested checkpoint has run within `timeout` seconds."""
+        with self._state:
+            return self._state.wait_for(lambda: not self._due and not self._running, timeout)
+
+    def _run(self) -> None:
+        while True:
+            with self._state:
+                self._state.wait_for(lambda: bool(self._due))
+                _key, reference = self._due.popitem(last=False)
+                database = reference()
+                if database is None:
+                    self._state.notify_all()
+                    continue
+                self._running += 1
+            try:
+                database._cadence_checkpoint()
+            except Exception:  # noqa: BLE001 - maintenance must not end the thread
+                logger.warning(
+                    "main_database_checkpoint_failed file=%s", database.path.name, exc_info=True
+                )
+            finally:
+                del database
+                with self._state:
+                    self._running -= 1
+                    self._state.notify_all()
+
+
+_checkpointer = _Checkpointer()
+
+
+def wait_for_cadence_checkpoints(timeout: float = 5.0) -> bool:
+    """Wait for the cadence checkpoints already requested; for tests and shutdown."""
+    return _checkpointer.wait_idle(timeout)
+
+
 def _locked() -> sqlite3.OperationalError:
     # Callers tell a busy database from a broken one by these, as they would
     # for SQLite's own refusal.
@@ -614,13 +683,23 @@ class MainDatabase:
             return None
 
     def _maybe_checkpoint_after_write(self) -> None:
-        """Checkpoint on a write cadence without opening another connection.
+        """Count a write, and hand a due cadence checkpoint to the checkpointer.
 
         SQLite's default autocheckpoint only runs when the writer itself
         crosses the page threshold. Production hit a state where the WAL grew
         to 13GB, so the main database needs its own bounded, observable
-        maintenance path. This runs after the caller's checkout has been reset
-        and only re-enters the same serialized writer queue.
+        maintenance path: every `checkpoint_write_interval()` writes or
+        `MAIN_DATABASE_CHECKPOINT_SECONDS`, whichever comes first.
+
+        The checkpoint itself used to run right here, on the thread that had
+        just written, as one more turn in the writer's line. That thread was
+        an import heartbeat or a durable lease renewal as often as not, and
+        it then waited behind the whole line a second time before it could
+        return. The idle TRUNCATE (#278) cannot replace the cadence: under a
+        sustained import the database is never idle, and that is exactly when
+        the WAL grows. So the cadence stays, and one checkpointer thread runs
+        it (`_Checkpointer`); the writer stays the only connection that
+        writes, and no caller waits for maintenance it did not ask for.
         """
         now = time.monotonic()
         with self._state:
@@ -632,8 +711,12 @@ class MainDatabase:
             if due:
                 self._writes_since_checkpoint = 0
                 self._last_checkpoint_at = now
-        if not due:
-            return
+        if due:
+            _checkpointer.request(self)
+
+    def _cadence_checkpoint(self) -> None:
+        """One PASSIVE checkpoint through the writer, and the WAL alert after it."""
+        now = time.monotonic()
         try:
             busy, log_frames, checkpointed = self._checkpoint_from_maintenance("PASSIVE")
         except sqlite3.Error:
@@ -707,6 +790,8 @@ class MainDatabase:
 
     def close(self) -> None:
         """Close every idle connection now; ones in use close when handed back."""
+        # A checkpoint still waiting would open the writer again after this.
+        _checkpointer.forget(self)
         with self._state:
             self._generation += 1
             self._identity = None

memhub/apps/core/src/one_memory/hy_runtime_config.py

@@ -14,7 +14,7 @@ from pathlib import Path
 from typing import Literal, cast
 
 HY_MEMORY_DISTRIBUTION = "hy-memory"
-HY_MEMORY_VERSION = "2.0.13"
+HY_MEMORY_VERSION = "2.0.14"
 HY_MEMORY_NAMESPACE = "governed-v2"
 DiagnosticLogLevel = Literal["error", "warning", "info", "debug"]
 

memhub/apps/core/src/one_memory/hy_sdk_migration.py

@@ -503,7 +503,7 @@ def _ensure_coding_schema(path: Path) -> None:
         CodingMemoryStore,
     )
 
-    # Relies on the pinned SDK's internals (hy-memory==2.0.13 is pinned exactly).
+    # Relies on the pinned SDK's internals (hy-memory==2.0.14 is pinned exactly).
     store = CodingMemoryStore.__new__(CodingMemoryStore)
     store._db_path = str(path)
     store._conn = None

memhub/apps/core/src/one_memory/hy_sdk_runtime.py

@@ -376,8 +376,9 @@ def apply_sdk_language(config: MemoryConfig, language: str | None) -> MemoryConf
     """Set the SDK prompt language (`MemoryConfig.language`), when there is one.
 
     None (no language set) sets nothing: the SDK detects zh/en as it always
-    did. Every display language, zh-Hans included, is set explicitly. Like a feature, the language never touches `vector_store`, so
-    the collection identity never depends on it.
+    did. Every display language, zh-Hans included, is set explicitly. Like a
+    feature, the language never touches `vector_store`, so the collection
+    identity never depends on it.
     """
     if language is not None:
         config.language = language

memhub/apps/core/src/one_memory/hy_sdk_types.py

@@ -99,9 +99,7 @@ class HySdkMemoryRecord(BaseModel):
                 created_at = gmt_created
             updated_at = _epoch(raw.get("updated_at"))
             modified_at = _epoch(raw.get("gmt_modified"))
-            sort_updated_at = (
-                modified_at if modified_at is not None else updated_at
-            )
+            sort_updated_at = modified_at if modified_at is not None else updated_at
             return cls(
                 memory_id=str(raw["memory_id"]),
                 content=str(raw["content"]),

memhub/apps/core/src/one_memory/imports/discovery.py

@@ -1,6 +1,6 @@
 import hashlib
 import os
-from collections.abc import AsyncIterator, Iterator
+from collections.abc import AsyncIterator, Callable, Iterator
 from dataclasses import dataclass
 from pathlib import Path
 
@@ -28,6 +28,7 @@ def discovered_off_loop(
     suffixes: frozenset[str],
     max_targets: int,
     excluded_directory_names: frozenset[str] = frozenset(),
+    directory_predicate: Callable[[Path], bool] | None = None,
 ) -> AsyncIterator[SourceFileDiscoveryEvent]:
     """The same walk, for callers that have an event loop to keep free.
 
@@ -43,6 +44,7 @@ def discovered_off_loop(
             suffixes=suffixes,
             max_targets=max_targets,
             excluded_directory_names=excluded_directory_names,
+            directory_predicate=directory_predicate,
         ),
         scope_key=grant.source_id,
     )
@@ -54,6 +56,7 @@ def discover_source_files(
     suffixes: frozenset[str],
     max_targets: int,
     excluded_directory_names: frozenset[str] = frozenset(),
+    directory_predicate: Callable[[Path], bool] | None = None,
 ) -> Iterator[SourceFileDiscoveryEvent]:
     """Metadata only: one lstat per candidate, no open and no per-file grant lookup.
 
@@ -71,10 +74,16 @@ def discover_source_files(
         grant.root,
         followlinks=False,
     ):
+        current = Path(directory)
         child_directories[:] = sorted(
             child
             for child in child_directories
-            if not (Path(directory) / child).is_symlink() and child not in excluded_directory_names
+            if not (current / child).is_symlink()
+            and child not in excluded_directory_names
+            and (
+                directory_predicate is None
+                or directory_predicate((current / child).relative_to(grant.root))
+            )
         )
         for filename in sorted(filenames):
             if Path(filename).suffix.lower() not in suffixes:

memhub/apps/core/src/one_memory/imports/jobs.py

@@ -1,6 +1,7 @@
 import logging
 import re
 import sqlite3
+from collections.abc import Iterable
 from contextlib import AbstractContextManager, nullcontext
 from datetime import UTC, datetime
 from enum import StrEnum
@@ -18,13 +19,27 @@ from one_memory.imports.adapters import ScanPhase, SourceCursor
 #: the drift would only surface on a fresh database.
 #:
 #: This runs on SQLite today, so the SQLite rendering is used.
-from one_memory.memory_server.migrations import import_jobs_ddl
+from one_memory.memory_server.migrations import (
+    import_job_lookup_indexes_ddl,
+    import_jobs_ddl,
+)
 
 logger = logging.getLogger("one_memory.imports.jobs")
 
 JOB_SCHEMA = import_jobs_ddl("sqlite")
+#: Migration 63, applied by the store as well so a running home gets it.
+JOB_LOOKUP_INDEXES = import_job_lookup_indexes_ddl("sqlite")
 MAX_LIVE_BACKLOG_BYTES = 256 * 1024
 
+#: Finished live syncs kept per (user, source). Live sync opens a job for every
+#: change it imports, and nothing removed them: hundreds a day on an active
+#: machine. The App shows the latest job per source and the active ones; twenty is
+#: that plus enough recent history to read a failure back.
+SYNC_JOBS_KEPT_PER_SOURCE = 20
+#: Rows one pruning transaction may delete, so it holds the single writer for
+#: a few milliseconds at most however large the table grew.
+PRUNE_BATCH_ROWS = 200
+
 
 class ImportStatus(StrEnum):
     PENDING = "pending"
@@ -36,6 +51,12 @@ class ImportStatus(StrEnum):
     CANCELLED = "cancelled"
 
 
+#: States no job ever leaves (`ImportJobStore._TRANSITIONS`). Failed and
+#: interrupted are not among them: both can be resumed, and both still hold the
+#: source's one active slot.
+FINISHED_STATUSES = (ImportStatus.COMPLETED, ImportStatus.CANCELLED)
+
+
 class ImportJob(BaseModel):
     model_config = ConfigDict(frozen=True, extra="forbid")
 
@@ -272,6 +293,9 @@ class ImportJobStore:
                 WHERE status IN ('pending', 'running', 'paused', 'interrupted', 'failed')
                 """
             )
+        for statement in JOB_LOOKUP_INDEXES.split(";"):
+            if statement.strip():
+                connection.execute(statement)
 
     def create(
         self,
@@ -334,8 +358,8 @@ class ImportJobStore:
         read again.
         """
         opened: list[ImportJob] = []
-        for job in self.list_jobs(status=ImportStatus.FAILED):
-            if job.operation != "history" or job.stored != 0:
+        for job in self.find_jobs(operation="history", statuses=(ImportStatus.FAILED,)):
+            if job.stored != 0:
                 continue
             reasons = {issue.reason for issue in self.list_issues(job.job_id)}
             if not reasons or not reasons <= self._UNPUBLISHED_SNAPSHOT_FAILURES:
@@ -799,16 +823,172 @@ class ImportJobStore:
         return self.require(job_id)
 
     def list_jobs(self, *, status: ImportStatus | None = None) -> list[ImportJob]:
+        """Every job, oldest first. Hot paths ask `find_jobs` a narrower question."""
+        return self.find_jobs(statuses=(status,) if status is not None else None)
+
+    def find_jobs(
+        self,
+        *,
+        user_id: str | None = None,
+        source_id: str | None = None,
+        operation: Literal["history", "sync"] | None = None,
+        statuses: Iterable[ImportStatus] | None = None,
+        newest_first: bool = False,
+        limit: int | None = None,
+    ) -> list[ImportJob]:
+        """The jobs matching every given filter, oldest first unless asked otherwise.
+
+        The filters are SQL, served by `import_jobs_lane` / `import_jobs_status`
+        (migration 63). Reading the whole table and filtering here was what
+        three bulk threads and three request threads were all inside, for tens
+        of seconds, while the loop waited on them.
+        """
+        clauses: list[str] = []
+        parameters: list[str | int] = []
+        if user_id is not None:
+            clauses.append("user_id = ?")
+            parameters.append(user_id)
+        if source_id is not None:
+            clauses.append("source_id = ?")
+            parameters.append(source_id)
+        if operation is not None:
+            clauses.append("operation = ?")
+            parameters.append(operation)
+        if statuses is not None:
+            wanted = tuple(dict.fromkeys(ImportStatus(status) for status in statuses))
+            if not wanted:
+                return []
+            clauses.append(f"status IN ({', '.join('?' for _ in wanted)})")
+            parameters.extend(wanted)
         query = "SELECT * FROM import_jobs"
-        parameters: tuple[str, ...] = ()
-        if status is not None:
-            query += " WHERE status = ?"
-            parameters = (status,)
-        query += " ORDER BY created_at, job_id"
+        if clauses:
+            query += " WHERE " + " AND ".join(clauses)
+        query += (
+            " ORDER BY created_at DESC, job_id DESC"
+            if newest_first
+            else " ORDER BY created_at, job_id"
+        )
+        if limit is not None:
+            if limit < 1:
+                raise ValueError("limit must be positive")
+            query += " LIMIT ?"
+            parameters.append(limit)
         with self._connect() as connection:
             rows = connection.execute(query, parameters).fetchall()
         return [self._to_job(row) for row in rows]
 
+    def latest_job(
+        self,
+        *,
+        user_id: str,
+        source_id: str,
+        operation: Literal["history", "sync"] | None = None,
+        statuses: Iterable[ImportStatus] | None = None,
+    ) -> ImportJob | None:
+        jobs = self.find_jobs(
+            user_id=user_id,
+            source_id=source_id,
+            operation=operation,
+            statuses=statuses,
+            newest_first=True,
+            limit=1,
+        )
+        return jobs[0] if jobs else None
+
+    def prune_finished_sync_jobs(
+        self,
+        *,
+        keep: int = SYNC_JOBS_KEPT_PER_SOURCE,
+        max_rows: int = PRUNE_BATCH_ROWS,
+    ) -> int:
+        """Delete finished live-sync jobs beyond the newest `keep` of each source.
+
+        One bounded transaction: at most `max_rows` jobs, with their issues and
+        skip counts. Returns how many jobs went; fewer than `max_rows` means
+        nothing is left to prune, so calling again until then finishes the job.
+
+        Only `sync` jobs in a state nothing leaves (completed, cancelled) are
+        ever deleted. Failed and interrupted jobs hold the source's active slot
+        and can be resumed; history jobs are named by connection receipts, by
+        the onboarding gate and by the first-import review, and there are a
+        handful per source, so they are all kept. Cursors live in their own
+        tables keyed by file, not by job, so a pruned job takes no position
+        with it. The newest job of every source is always among those kept,
+        which is the one the App and live sync health name.
+        """
+        if keep < 1:
+            raise ValueError("keep must be positive")
+        if max_rows < 1:
+            raise ValueError("max_rows must be positive")
+        finished = tuple(FINISHED_STATUSES)
+        placeholders = ", ".join("?" for _ in finished)
+        deleted = 0
+        with self._connect(writing=True) as connection:
+            lanes = connection.execute(
+                f"""
+                SELECT user_id, source_id, COUNT(*) AS finished
+                FROM import_jobs
+                WHERE operation = 'sync' AND status IN ({placeholders})
+                GROUP BY user_id, source_id
+                HAVING COUNT(*) > ?
+                """,
+                (*finished, keep),
+            ).fetchall()
+            for lane in lanes:
+                if deleted >= max_rows:
+                    break
+                # The oldest job still kept: everything strictly older goes.
+                boundary = connection.execute(
+                    f"""
+                    SELECT created_at, job_id FROM import_jobs
+                    WHERE user_id = ? AND source_id = ? AND operation = 'sync'
+                      AND status IN ({placeholders})
+                    ORDER BY created_at DESC, job_id DESC
+                    LIMIT 1 OFFSET ?
+                    """,
+                    (lane["user_id"], lane["source_id"], *finished, keep - 1),
+                ).fetchone()
+                if boundary is None:
+                    continue
+                victims = [
+                    str(row["job_id"])
+                    for row in connection.execute(
+                        f"""
+                        SELECT job_id FROM import_jobs
+                        WHERE user_id = ? AND source_id = ? AND operation = 'sync'
+                          AND status IN ({placeholders})
+                          AND (created_at < ? OR (created_at = ? AND job_id < ?))
+                        ORDER BY created_at, job_id
+                        LIMIT ?
+                        """,
+                        (
+                            lane["user_id"],
+                            lane["source_id"],
+                            *finished,
+                            boundary["created_at"],
+                            boundary["created_at"],
+                            boundary["job_id"],
+                            max_rows - deleted,
+                        ),
+                    )
+                ]
+                if not victims:
+                    continue
+                marks = ", ".join("?" for _ in victims)
+                # Foreign keys cascade these too; deleting them by name keeps
+                # the outcome the same on a connection that has them off.
+                connection.execute(f"DELETE FROM import_issues WHERE job_id IN ({marks})", victims)
+                connection.execute(
+                    f"DELETE FROM import_skip_reason_counts WHERE job_id IN ({marks})", victims
+                )
+                removed = connection.execute(
+                    f"DELETE FROM import_jobs WHERE job_id IN ({marks}) "
+                    f"AND operation = 'sync' AND status IN ({placeholders})",
+                    (*victims, *finished),
+                )
+                deleted += removed.rowcount
+        return deleted
+
     def get_source_cursors(
         self,
         *,

memhub/apps/core/src/one_memory/imports/live_sync.py

@@ -28,7 +28,7 @@ from one_memory.imports.adapters import (
 )
 from one_memory.imports.jobs import ImportJob, ImportJobStore, ImportStatus
 from one_memory.imports.supervisor import ImportSupervisor
-from one_memory.user_scope import DEFAULT_USER_ID, lane_key, split_lane
+from one_memory.user_scope import DEFAULT_USER_ID, split_lane
 
 #: How long an automatic retry will wait for a wedged worker to notice cancel.
 ABANDON_TIMEOUT_SECONDS = 5.0
@@ -249,13 +249,15 @@ class PollingLiveSyncSupervisor:
                     ),
                 )
                 return None
-            source_jobs = await in_the_background(self.job_store.list_jobs)
+            # This lane's unfinished jobs only: the newest unfinished sync, and
+            # whatever history shares its cursor. Asked in SQL; listing every
+            # job ever run and filtering here was the poll's biggest read.
+            source_jobs = await in_the_background(self._lane_jobs, source_id)
             active_sync = next(
                 (
                     job
                     for job in reversed(source_jobs)
-                    if lane_key(job.user_id, job.source_id) == source_id
-                    and job.operation == "sync"
+                    if job.operation == "sync"
                     and job.status
                     in {
                         ImportStatus.PENDING,
@@ -275,7 +277,9 @@ class PollingLiveSyncSupervisor:
                     active_sync.job_id
                 ):
                     attempted_at = datetime.now(UTC)
-                    self.import_supervisor.enqueue(active_sync.job_id)
+                    await self.import_supervisor.enqueue_off_loop(
+                        active_sync.job_id, job=active_sync
+                    )
                     if not wait_for_completion:
                         self._observe_sync(source_id, attempted_at, active_sync.job_id)
                         return active_sync
@@ -295,22 +299,20 @@ class PollingLiveSyncSupervisor:
                 # by a process restart between yield and claim.  Enqueue is
                 # the operation that actually creates the task.
                 attempted_at = datetime.now(UTC)
-                self.import_supervisor.resume(active_sync.job_id)
-                self.import_supervisor.enqueue(active_sync.job_id)
+                resumed = await self.import_supervisor.resume_off_loop(active_sync.job_id)
+                await self.import_supervisor.enqueue_off_loop(active_sync.job_id, job=resumed)
                 completed = await self.import_supervisor.wait(active_sync.job_id)
                 self._record_outcome(source_id, attempted_at, completed)
                 return completed
             competing = [
                 job
                 for job in source_jobs
-                if lane_key(job.user_id, job.source_id) == source_id
-                and job.operation != "sync"
+                if job.operation != "sync"
                 and job.status
                 in {ImportStatus.PENDING, ImportStatus.RUNNING, ImportStatus.INTERRUPTED}
             ]
             bounded_history_incomplete = any(
-                lane_key(job.user_id, job.source_id) == source_id
-                and job.operation == "history"
+                job.operation == "history"
                 and job.history_after is not None
                 and job.status is not ImportStatus.COMPLETED
                 for job in source_jobs
@@ -354,6 +356,38 @@ class PollingLiveSyncSupervisor:
             # automatically after the realtime slice completes.
             return await self._run_sync(source_id, wait_for_completion=wait_for_completion)
 
+    def _lane_jobs(self, source_id: str) -> list[ImportJob]:
+        """The lane's jobs `_sync` decides on, oldest first.
+
+        Everything not completed, of either operation: an unfinished sync to
+        pick up, a history that competes for the cursor, and a bounded history
+        that has not completed yet (which includes a cancelled one). Finished
+        syncs, the rows that grow without end, are never read.
+        """
+        user_id, bare_source_id = split_lane(source_id)
+        unfinished = tuple(
+            status for status in ImportStatus if status is not ImportStatus.COMPLETED
+        )
+        return [
+            *self.job_store.find_jobs(
+                user_id=user_id,
+                source_id=bare_source_id,
+                operation="history",
+                statuses=unfinished,
+            ),
+            *self.job_store.find_jobs(
+                user_id=user_id,
+                source_id=bare_source_id,
+                operation="sync",
+                statuses=(
+                    ImportStatus.PENDING,
+                    ImportStatus.RUNNING,
+                    ImportStatus.PAUSED,
+                    ImportStatus.INTERRUPTED,
+                ),
+            ),
+        ]
+
     async def _has_work(self, source_id: str) -> bool:
         """Ask the source whether a scan would write anything, before taking a job out.
 
@@ -452,7 +486,7 @@ class PollingLiveSyncSupervisor:
             ),
         )
         self._active_jobs[source_id] = job.job_id
-        self.import_supervisor.enqueue(job.job_id)
+        await self.import_supervisor.enqueue_off_loop(job.job_id, job=job)
         if not wait_for_completion:
             self._observe_sync(source_id, attempted_at, job.job_id)
             return job
@@ -557,7 +591,11 @@ class PollingLiveSyncSupervisor:
 
     async def _poll_source(self, source_id: str) -> None:
         while True:
-            await asyncio.sleep(self.interval_seconds)
+            # A watched source is normally triggered by its filesystem event.
+            # Its timer is only a missed-event backstop; recursively walking
+            # every multi-gigabyte host root once a minute starved unrelated
+            # Core reads even when no source had changed.
+            await asyncio.sleep(self._poll_interval(source_id))
             try:
                 await self.trigger(source_id)
             except asyncio.CancelledError:
@@ -574,6 +612,11 @@ class PollingLiveSyncSupervisor:
                 except Exception as again:
                     self._note_internal_error(source_id, again)
 
+    def _poll_interval(self, source_id: str) -> float:
+        if source_id in (self._watched_sources or ()):
+            return max(self.interval_seconds, 15 * 60)
+        return self.interval_seconds
+
     def _note_worker_still_running(self, source_id: str) -> None:
         current = self.health(source_id)
         self._set_health(

memhub/apps/core/src/one_memory/imports/live_watch.py

@@ -23,6 +23,7 @@ from pathlib import Path
 
 from watchfiles import awatch
 
+from one_memory.background_work import in_the_background
 from one_memory.diagnostic_log import diagnostic_event
 from one_memory.imports.jobs import ImportStatus
 from one_memory.imports.live_sync import PollingLiveSyncSupervisor
@@ -90,7 +91,8 @@ class FileWatchLiveSync:
                 # turn that caused setup. The watcher cannot observe a change
                 # from before it existed, so immediately run the same bounded
                 # trigger once instead of waiting for the 60-second backstop.
-                self._queue_changes(set(self.roots.values()))
+                # The roots are this watcher's own sources: nothing to resolve.
+                self._queue_sources(tuple(self.roots), count=len(self.roots))
 
     async def shutdown(self) -> None:
         task = self._task
@@ -139,28 +141,54 @@ class FileWatchLiveSync:
         observed_at: datetime | None = None,
     ) -> tuple[str, ...]:
         """Queue affected sources and wait for their coalesced work to settle."""
-        workers = self._queue_changes(changed, observed_at=observed_at)
+        workers = await self._queue_changes(changed, observed_at=observed_at)
         await asyncio.gather(*(asyncio.shield(worker) for worker in workers.values()))
         return tuple(workers)
 
-    def _queue_changes(
+    def sources_for(self, changed: set[Path]) -> tuple[str, ...]:
+        """The sources owning `changed`, in path order. Resolves every path."""
+        return tuple(
+            dict.fromkeys(
+                source
+                for source in (self.source_for(path) for path in sorted(changed))
+                if source is not None
+            )
+        )
+
+    async def _queue_changes(
         self, changed: set[Path], *, observed_at: datetime | None = None
+    ) -> dict[str, asyncio.Task[None]]:
+        """Attribute a batch of changed paths to sources and queue them.
+
+        Attributing resolves each path, a `stat` per component, and a busy
+        host reports hundreds of paths at once. On the loop that was the main
+        thread inside `source_for` while nothing else was answered, so the
+        resolving happens off it and only the queueing here.
+        """
+        if self._stop.is_set():
+            return {}
+        observed = observed_at or datetime.now(UTC)
+        sources = await in_the_background(self.sources_for, changed)
+        return self._queue_sources(sources, count=len(changed), observed_at=observed)
+
+    def _queue_sources(
+        self,
+        sources: tuple[str, ...],
+        *,
+        count: int,
+        observed_at: datetime | None = None,
     ) -> dict[str, asyncio.Task[None]]:
         if self._stop.is_set():
             return {}
         observed = observed_at or datetime.now(UTC)
         workers: dict[str, asyncio.Task[None]] = {}
-        for source_id in dict.fromkeys(
-            source
-            for source in (self.source_for(path) for path in sorted(changed))
-            if source is not None
-        ):
+        for source_id in sources:
             diagnostic_event(
                 level="debug",
                 component="import.live_watch",
                 event="live_sync.hook_received",
                 outcome="queued",
-                details={"source_id": source_id, "count": len(changed)},
+                details={"source_id": source_id, "count": count},
             )
             self._pending[source_id] = max(self._pending.get(source_id, observed), observed)
             worker = self._workers.get(source_id)
@@ -239,7 +267,7 @@ class FileWatchLiveSync:
                 stop_event=self._stop,
                 ignore_permission_denied=True,
             ):
-                self._queue_changes({Path(path) for _change, path in changes})
+                await self._queue_changes({Path(path) for _change, path in changes})
         except asyncio.CancelledError:
             raise
         except Exception:

memhub/apps/core/src/one_memory/imports/sources/common.py

@@ -226,6 +226,9 @@ class JsonlSourceAdapter:
         self.header_gate = header_gate
         self._header_cache: dict[str, tuple[str, dict[str, JsonValue] | None]] = {}
         self._history_listing_cache: SourceListing | None = None
+        self._probe_listing_cache: (
+            tuple[dict[str, SourceCursor], int | None, SourceListing] | None
+        ) = None
 
     @property
     def descriptor(self) -> SourceDescriptor:
@@ -281,6 +284,11 @@ class JsonlSourceAdapter:
             predicate=self.file_predicate,
             cursors=options.cursors,
         )
+        self._probe_listing_cache = (
+            dict(options.cursors),
+            options.max_scan_targets,
+            listing,
+        )
         return bool(listing.changed or listing.failures)
 
     async def live_baseline(self) -> dict[str, SourceCursor]:
@@ -315,9 +323,11 @@ class JsonlSourceAdapter:
             async for event in self._scan_frozen(options):
                 yield event
             return
-        listing = await asyncio.to_thread(
-            self._history_listing if options.reuse_listing else self._fresh_listing,
-            options,
+        listing = (
+            await asyncio.to_thread(self._history_listing, options)
+            if options.reuse_listing
+            else self._take_probe_listing(options)
+            or await asyncio.to_thread(self._fresh_listing, options)
         )
         for failure in listing.failures:
             yield ScanFailure(reason_code=discovery_failure_code(failure))
@@ -349,6 +359,16 @@ class JsonlSourceAdapter:
             self._history_listing_cache = listing
         return listing
 
+    def _take_probe_listing(self, options: ScanOptions) -> "SourceListing | None":
+        cached = self._probe_listing_cache
+        self._probe_listing_cache = None
+        if cached is None:
+            return None
+        cursors, max_scan_targets, listing = cached
+        if cursors != options.cursors or max_scan_targets != options.max_scan_targets:
+            return None
+        return listing
+
     def _fresh_listing(self, options: ScanOptions) -> "SourceListing":
         return list_changed_files(
             self.grant,

memhub/apps/core/src/one_memory/imports/sources/cursor_unified.py

@@ -9,6 +9,7 @@ from collections.abc import AsyncIterator, Iterator
 from dataclasses import dataclass, replace
 from datetime import UTC, datetime, timedelta, timezone
 from functools import partial
+from pathlib import Path
 
 from pydantic import JsonValue
 
@@ -175,6 +176,9 @@ class CursorUnifiedSourceAdapter:
         self.grant = grant
         self.source_version = source_version
         self._history_listing_cache: _CursorListing | None = None
+        self._probe_listing_cache: (
+            tuple[dict[str, SourceCursor], int | None, _CursorListing] | None
+        ) = None
 
     @property
     def descriptor(self) -> SourceDescriptor:
@@ -207,6 +211,15 @@ class CursorUnifiedSourceAdapter:
         state = await self.install_state()
         return min(state.session_count, limit) if limit is not None else state.session_count
 
+    async def has_changes(self, options: ScanOptions) -> bool:
+        listing = await asyncio.to_thread(self._fresh_listing, options)
+        self._probe_listing_cache = (
+            dict(options.cursors),
+            options.max_scan_targets,
+            listing,
+        )
+        return bool(listing.transcripts or listing.stores or listing.legacy or listing.failures)
+
     async def live_baseline(self) -> dict[str, SourceCursor]:
         """Capture Cursor's current tail so the realtime lane never backfills history."""
         listing = await asyncio.to_thread(
@@ -222,9 +235,11 @@ class CursorUnifiedSourceAdapter:
             async for event in self._scan_frozen(options):
                 yield event
             return
-        listing = await asyncio.to_thread(
-            self._history_listing if options.reuse_listing else self._fresh_listing,
-            options,
+        listing = (
+            await asyncio.to_thread(self._history_listing, options)
+            if options.reuse_listing
+            else self._take_probe_listing(options)
+            or await asyncio.to_thread(self._fresh_listing, options)
         )
         for failure in listing.failures:
             yield ScanFailure(reason_code=discovery_failure_code(failure))
@@ -329,6 +344,16 @@ class CursorUnifiedSourceAdapter:
             self._history_listing_cache = listing
         return listing
 
+    def _take_probe_listing(self, options: ScanOptions) -> "_CursorListing | None":
+        cached = self._probe_listing_cache
+        self._probe_listing_cache = None
+        if cached is None:
+            return None
+        cursors, max_scan_targets, listing = cached
+        if cursors != options.cursors or max_scan_targets != options.max_scan_targets:
+            return None
+        return listing
+
     def _fresh_listing(self, options: ScanOptions) -> "_CursorListing":
         return _list_cursor_files(
             self.grant,
@@ -376,6 +401,7 @@ class CursorUnifiedSourceAdapter:
             self.grant,
             suffixes=frozenset({".db"}),
             max_targets=options.max_scan_targets or 100_000,
+            directory_predicate=_cursor_data_directory,
         ):
             if isinstance(discovered, SourceFileDiscoveryFailure):
                 yield ScanFailure(reason_code=discovery_failure_code(discovered))
@@ -477,7 +503,10 @@ def _list_cursor_files(
     legacy: list[AuthorizedSourceFile] = []
     failures: list[SourceFileDiscoveryFailure] = []
     for item in discover_source_files(
-        grant, suffixes=frozenset({".jsonl", ".db", ".vscdb"}), max_targets=max_targets
+        grant,
+        suffixes=frozenset({".jsonl", ".db", ".vscdb"}),
+        max_targets=max_targets,
+        directory_predicate=_cursor_data_directory,
     ):
         if isinstance(item, SourceFileDiscoveryFailure):
             failures.append(item)
@@ -586,6 +615,25 @@ def _is_cursor_data_file(source_file: AuthorizedSourceFile) -> bool:
     )
 
 
+def _cursor_data_directory(relative_path: Path) -> bool:
+    """Enter only Cursor directories that can contain conversation authority.
+
+    The granted root also contains extensions, skills, caches, logs and agent
+    artifacts. Recursively walking all of them every live-sync poll made the
+    reader monopolize Core even though none can pass the file predicates.
+    """
+    parts = relative_path.parts
+    if not parts:
+        return False
+    if parts[0] in {"chats", "acp-sessions"}:
+        return True
+    if parts[0] == "projects":
+        return len(parts) <= 2 or parts[2] == "agent-transcripts"
+    if parts[0] == "User":
+        return len(parts) == 1 or parts[1] in {"globalStorage", "workspaceStorage"}
+    return False
+
+
 def _is_transcript_file(source_file: AuthorizedSourceFile) -> bool:
     parts = source_file.relative_path.parts
     return source_file.relative_path.suffix == ".jsonl" and "agent-transcripts" in parts
@@ -634,6 +682,7 @@ def _select_transcript_files(
         grant,
         suffixes=frozenset({".jsonl"}),
         max_targets=100_000,
+        directory_predicate=_cursor_data_directory,
     ):
         if not isinstance(item, AuthorizedSourceFile) or not _is_transcript_file(item):
             continue
@@ -654,6 +703,7 @@ def _subagent_conversation_ids(grant: AuthorizedSourceRoot) -> set[str]:
             grant,
             suffixes=frozenset({".jsonl"}),
             max_targets=100_000,
+            directory_predicate=_cursor_data_directory,
         )
         if isinstance(item, AuthorizedSourceFile)
         and _is_transcript_file(item)

memhub/apps/core/src/one_memory/imports/supervisor.py

@@ -1,6 +1,7 @@
 import asyncio
 from collections.abc import Awaitable, Callable, Mapping
 from contextlib import suppress
+from functools import partial
 from time import monotonic
 from typing import Literal
 
@@ -82,6 +83,10 @@ class ImportSupervisor:
         )
         self._tasks: dict[str, asyncio.Task[None]] = {}
         self._drains: dict[str, asyncio.Task[None]] = {}
+        #: Pause and cancel settle a stopped job with a read and a transition.
+        #: Made on the loop, two of them could not interleave; made off it,
+        #: they are serialized here so they still land in the order they woke.
+        self._settling = asyncio.Lock()
 
     def register_adapter(self, adapter: SourceAdapter, *, user_id: str = "local") -> None:
         """Adapters are keyed by lane: the source id for `local`, `source@user`
@@ -116,11 +121,44 @@ class ImportSupervisor:
             raise UnknownSourceError(lane)
         if self.source_enabled is not None and not self.source_enabled(lane):
             return job
-        existing = self._tasks.get(job_id)
+        self._start(job)
+        return job
+
+    async def enqueue_off_loop(self, job_id: str, *, job: ImportJob | None = None) -> ImportJob:
+        """`enqueue`, with its job read and its grant check made off the loop.
+
+        Both are database reads, and the grant check resolves the source root
+        on disk. Live sync enqueues from its poll, so on the loop they were
+        the main thread waiting for a reader behind an import peak. `job` is
+        the row the caller has just read, when it has one.
+        """
+        if job_id in self._drains:
+            raise InvalidJobTransitionError("import_cleanup_in_progress")
+
+        def admit() -> tuple[ImportJob, bool]:
+            current = job if job is not None and job.job_id == job_id else None
+            if current is None:
+                current = self.job_store.require(job_id)
+            lane = self.lane_of(current)
+            return current, self.source_enabled is None or self.source_enabled(lane)
+
+        current, enabled = await in_the_background(admit)
+        lane = self.lane_of(current)
+        if lane not in self.adapters:
+            raise UnknownSourceError(lane)
+        if job_id in self._drains:
+            raise InvalidJobTransitionError("import_cleanup_in_progress")
+        if enabled:
+            self._start(current)
+        return current
+
+    def _start(self, job: ImportJob) -> None:
+        lane = self.lane_of(job)
+        existing = self._tasks.get(job.job_id)
         if existing is None or existing.done():
-            self._tasks[job_id] = asyncio.create_task(
+            self._tasks[job.job_id] = asyncio.create_task(
                 self._execute(
-                    job_id,
+                    job.job_id,
                     source_id=lane,
                     operation=job.operation,
                 )
@@ -130,10 +168,24 @@ class ImportSupervisor:
                 component="import.supervisor",
                 event="import.queued",
                 outcome="queued",
-                job_id=job_id,
+                job_id=job.job_id,
                 details={"source_id": job.source_id, "mode": job.operation},
             )
-        return job
+
+    async def resume_interrupted_off_loop(self) -> None:
+        """`resume_interrupted` for the running Core: every read and write off the loop."""
+        for status in (ImportStatus.INTERRUPTED, ImportStatus.PENDING):
+            jobs = await in_the_background(partial(self.job_store.find_jobs, statuses=(status,)))
+            for job in jobs:
+                if self.lane_of(job) not in self.adapters:
+                    continue
+                if job.status is not ImportStatus.PENDING:
+                    if self.source_enabled is not None and not await in_the_background(
+                        self.source_enabled, self.lane_of(job)
+                    ):
+                        continue
+                    job = await in_the_background(self.job_store.queue_for_resume, job.job_id)
+                await self.enqueue_off_loop(job.job_id, job=job)
 
     def resume_interrupted(self) -> None:
         # A process restart must not place recoverable work behind every newly
@@ -166,40 +218,64 @@ class ImportSupervisor:
         self.enqueue(job_id)
         return queued
 
+    async def resume_off_loop(self, job_id: str) -> ImportJob:
+        """`resume`, with its reads and its write made off the event loop."""
+        if job_id in self._drains:
+            raise InvalidJobTransitionError("import_cleanup_in_progress")
+        queued = await in_the_background(self._queue_resumable, job_id)
+        if queued.status is not ImportStatus.PENDING:
+            return queued
+        return await self.enqueue_off_loop(job_id, job=queued)
+
+    def _queue_resumable(self, job_id: str) -> ImportJob:
+        job = self.job_store.require(job_id)
+        if job.status not in {
+            ImportStatus.PENDING,
+            ImportStatus.PAUSED,
+            ImportStatus.INTERRUPTED,
+            ImportStatus.FAILED,
+        }:
+            return job
+        return self.job_store.queue_for_resume(job_id)
+
     async def wait(self, job_id: str) -> ImportJob:
         task = self._tasks.get(job_id)
         if task is not None:
             await asyncio.shield(task)
-        return self.job_store.require(job_id)
+        return await in_the_background(self.job_store.require, job_id)
 
     async def pause(self, job_id: str) -> ImportJob:
-        job = self.job_store.require(job_id)
+        job = await in_the_background(self.job_store.require, job_id)
         if job.status in {ImportStatus.PAUSED, ImportStatus.INTERRUPTED}:
             return job
         await self._cancel_task(job_id)
-        current = self.job_store.require(job_id)
-        if current.status is ImportStatus.COMPLETED:
-            return current
-        return self.job_store.transition(job_id, ImportStatus.PAUSED)
+        async with self._settling:
+            return await in_the_background(self._settle_stopped, job_id, ImportStatus.PAUSED)
 
     async def cancel(self, job_id: str) -> ImportJob:
-        job = self.job_store.require(job_id)
+        job = await in_the_background(self.job_store.require, job_id)
         if job.status is ImportStatus.CANCELLED:
             return job
         await self._cancel_task(job_id)
+        async with self._settling:
+            return await in_the_background(self._settle_stopped, job_id, ImportStatus.CANCELLED)
+
+    def _settle_stopped(self, job_id: str, target: ImportStatus) -> ImportJob:
+        """A stopped runner's job moves to `target`, unless it completed first."""
         current = self.job_store.require(job_id)
         if current.status is ImportStatus.COMPLETED:
             return current
-        return self.job_store.transition(job_id, ImportStatus.CANCELLED)
+        return self.job_store.transition(job_id, target)
 
     async def shutdown(self) -> None:
-        running = [
-            job
-            for job in self.job_store.list_jobs(status=ImportStatus.RUNNING)
-            if job.job_id in self._tasks
-        ]
-        for job in running:
-            self.job_store.interrupt_running(job.job_id)
+        mine = frozenset(self._tasks)
+
+        def interrupt_mine() -> None:
+            for job in self.job_store.find_jobs(statuses=(ImportStatus.RUNNING,)):
+                if job.job_id in mine:
+                    self.job_store.interrupt_running(job.job_id)
+
+        await in_the_background(interrupt_mine)
         await asyncio.gather(
             *(self._cancel_task(job_id) for job_id in tuple(self._tasks)),
         )
@@ -355,9 +431,7 @@ class ImportSupervisor:
             try:
                 await asyncio.wait_for(asyncio.shield(task), timeout)
             except TimeoutError:
-                current = self.job_store.require(job_id)
-                if current.status is ImportStatus.RUNNING:
-                    self.job_store.interrupt_running(job_id)
+                await in_the_background(self._interrupt_if_running, job_id)
                 return False
             except asyncio.CancelledError:
                 # The worker noticed cancel and exited. A cancel of this
@@ -365,10 +439,16 @@ class ImportSupervisor:
                 caller = asyncio.current_task()
                 if caller is not None and caller.cancelling():
                     raise
+        # A read and a write on the single writer: off the loop. Live sync
+        # calls this from its poll, and on the loop it was the main thread
+        # waiting its turn for the writer behind an import peak.
+        await in_the_background(self._interrupt_if_running, job_id)
+        return True
+
+    def _interrupt_if_running(self, job_id: str) -> None:
         current = self.job_store.require(job_id)
         if current.status is ImportStatus.RUNNING:
             self.job_store.interrupt_running(job_id)
-        return True
 
     async def _cancel_task(self, job_id: str) -> None:
         drain = self._drains.get(job_id)

memhub/apps/core/src/one_memory/legacy_lifecycle_types.py

@@ -15,9 +15,7 @@ class HyLifecycle:
         object.__setattr__(self, "hidden", MappingProxyType(dict(self.hidden)))
 
     def __eq__(self, other: object) -> bool:
-        return isinstance(other, HyLifecycle) and dict(self.hidden) == dict(
-            other.hidden
-        )
+        return isinstance(other, HyLifecycle) and dict(self.hidden) == dict(other.hidden)
 
     def __hash__(self) -> int:
         return hash(tuple(sorted(self.hidden.items())))
@@ -27,9 +25,5 @@ class HyLifecycle:
 
     def replacing(self, memory_id: str) -> tuple[str, ...]:
         return tuple(
-            sorted(
-                old
-                for old, replacements in self.hidden.items()
-                if memory_id in replacements
-            )
+            sorted(old for old, replacements in self.hidden.items() if memory_id in replacements)
         )

memhub/apps/core/src/one_memory/live_capture.py

@@ -1,15 +1,35 @@
-"""Write visible hook text into Evidence. Tool output stays out."""
+"""Core's intake for host hooks: visible text only, staged under Core's writer.
 
+The hook process (`capture_handoff`) never opens the database; it posts the
+hook's JSON to `POST /api/v1/live-capture/{source}` on the running Core, which
+calls `capture_hook` here. Tool output stays out.
+
+A source that live sync already reads from its own files is left to that
+path: the hook and the file name the same message differently (the hook has
+no workspace and often no message id), so staging both sent one turn to the
+SDK twice. Only a source no file poller follows is staged from the hook.
+"""
+
+import asyncio
 import json
-import os
 import time
+from collections.abc import Callable
 from datetime import UTC, datetime
 from enum import StrEnum
 from pathlib import Path
-from typing import TextIO, cast
+from typing import cast
 
+from fastapi import APIRouter, HTTPException, Request
+from fastapi.params import Depends
 from pydantic import JsonValue
 
+from one_memory.capture_handoff import (
+    CAPTURE_ROUTE,
+    CAPTURE_SOURCES,
+    MAX_PAYLOAD_BYTES,
+    SDK_MIGRATION_CAPTURE_FENCE,
+    sdk_migration_capture_fenced,
+)
 from one_memory.database_access import main_database
 from one_memory.derived_echo import PREFACE, strip_injected_memory
 from one_memory.imports.access import opaque_workspace_id, safe_project_label
@@ -19,6 +39,7 @@ from one_memory.imports.models import (
     EvidenceRecord,
     OriginMetadata,
     WrittenBy,
+    materialize_write_input,
 )
 from one_memory.imports.sources.claude_code import parse_claude_code_record
 from one_memory.imports.sources.codex import HARNESS_PREFIXES, parse_codex_record
@@ -38,23 +59,21 @@ from one_memory.imports.sources.parsing import (
 )
 from one_memory.imports.sources.pi import _is_automated_session
 from one_memory.imports.sources.workbuddy import _is_scheduled_automation, parse_workbuddy_record
-from one_memory.imports.storage import EvidenceStore
+from one_memory.memory_server.durable_queue import DurableWriteQueue
+from one_memory.sdk_data_plane_migration import MemoryAuthority
+
+__all__ = [
+    "CAPTURE_SOURCES",
+    "SDK_MIGRATION_CAPTURE_FENCE",
+    "CaptureOutcome",
+    "CaptureRejection",
+    "capture_hook",
+    "capture_rejection",
+    "live_capture_router",
+    "record_capture_rejection",
+    "sdk_migration_capture_fenced",
+]
 
-CAPTURE_SOURCES = frozenset(
-    {
-        "workbuddy",
-        "claude-code",
-        "codex",
-        "cursor",
-        "pi",
-        "qwen-code",
-        "qwenwork",
-        "hermes",
-        "deepseek-harness",
-        "opencode",
-        "openclaw",
-    }
-)
 _UNKNOWN_USER = frozenset({"hermes", "opencode", "openclaw"})
 _USER_FIELDS = {
     "UserPromptSubmit": "prompt",
@@ -75,112 +94,130 @@ _FILE_FALLBACK = {
 }
 _FALLBACK_EVENTS = frozenset({"Stop", "stop", "SubagentStop", "StopFailure"})
 _TEXT_BLOCKS = frozenset({"text"})
-SDK_MIGRATION_CAPTURE_FENCE = ".sdk-migration-capture-fence.json"
 
 
-def database_path() -> Path:
-    from one_memory.config import load_settings
+class CaptureOutcome(StrEnum):
+    """What Core did with one hook payload. Never the payload itself."""
 
-    return load_settings().data_dir / "one-memory.sqlite3"
+    STAGED = "staged"
+    #: Live sync reads this source's own files; that path owns the turn.
+    FILE_POLLED = "file_polled"
+    REJECTED = "rejected"
+    IGNORED = "ignored"
 
 
-def capture_stdio(source_id: str, stdin: TextIO, output: TextIO) -> int:
-    """Host hooks must stay silent. A bad payload does not fail the turn."""
+def capture_hook(
+    source_id: str,
+    payload: object,
+    database: Path,
+    *,
+    queue: DurableWriteQueue,
+    file_polled: Callable[[str], bool] = lambda _source_id: False,
+) -> CaptureOutcome:
+    """Gate one hook payload and stage its visible lines, inside Core.
 
-    del output
-    if source_id not in CAPTURE_SOURCES:
-        return 2
-    database = database_path()
-    if sdk_migration_capture_fenced(database.parent):
-        return 0
-    try:
-        payload = json.loads(stdin.read() or "")
-    except json.JSONDecodeError:
-        return 0
-    try:
-        capture_hook(source_id, payload, database)
-    except Exception:
-        return 0
-    return 0
-
-
-def sdk_migration_capture_fenced(data_dir: Path) -> bool:
-    """Ignore stale fences; a live migration or a failed one pauses hook writes.
-
-    A failed upgrade migration leaves the fence `frozen` (no pid): the home was
-    put back as it was before the upgrade and takes no writes until the next
-    migration attempt, which replaces the fence and lifts it on success.
+    Runs on SDK authority through Core's single writer: the lines become
+    write-job input exactly as live file sync stages them
+    (`materialize_write_input` -> `stage_sdk_input` -> `finalize_sdk_file`,
+    live priority). No Evidence table is involved.
     """
-    marker = data_dir / SDK_MIGRATION_CAPTURE_FENCE
-    try:
-        document = json.loads(marker.read_text(encoding="utf-8"))
-        if isinstance(document, dict) and document.get("frozen") is True:
-            return True
-        pid = int(document["pid"])
-        if pid < 1:
-            raise ValueError("invalid migration fence pid")
-        os.kill(pid, 0)
-        return True
-    except FileNotFoundError:
-        return False
-    except ProcessLookupError:
-        marker.unlink(missing_ok=True)
-        return False
-    except PermissionError:
-        return True
-    except (KeyError, TypeError, ValueError, json.JSONDecodeError, OSError):
-        marker.unlink(missing_ok=True)
-        return False
-
-
-def capture_hook(source_id: str, payload: object, database: Path) -> bool:
     if source_id not in CAPTURE_SOURCES or not isinstance(payload, dict):
-        return False
+        return CaptureOutcome.IGNORED
     # Cursor also runs ~/.claude/settings.json hooks; its own hook already files the turn.
     if source_id != "cursor" and "cursor_version" in payload:
-        return False
+        return CaptureOutcome.IGNORED
     if not database.is_file():
-        return False
+        return CaptureOutcome.IGNORED
     rejection = capture_rejection(database, source_id)
     if rejection is not None:
         # Silent, and the reason is counted rather than printed: a hook that
         # spoke would put this into the host's turn as text.
         record_capture_rejection(database, source_id, rejection)
-        return False
+        return CaptureOutcome.REJECTED
     if source_id == "pi" and _is_automated_session(first_string(payload.get("cwd"))):
-        return False
-    lines = _messages(source_id, payload)
-    if lines:
-        conversation_id = _conversation(payload)
-        store = EvidenceStore(database)
-        wrote = False
-        for role, written_by, verbatim, message_id in lines:
-            target = conversation_id
-            if target is None:
-                continue
-            result = store.put(
-                EvidenceInput(
-                    source_id=source_id,
-                    conversation_id=target,
-                    message_id=message_id,
-                    source_ordinal=None if message_id else "hook-visible",
-                    role=role,
-                    written_by=written_by,
-                    created_at=datetime.now(UTC),
-                    verbatim=verbatim,
-                    origin_meta={EvidenceOrigin.HOOK: OriginMetadata()},
-                )
-            )
-            _submit_live_memory(
-                store, result.record, changed=result.was_created or result.was_revised
-            )
-            wrote = True
-        return wrote
-    return _capture_transcript(source_id, payload, database)
+        return CaptureOutcome.IGNORED
+    if file_polled(source_id):
+        # The same turn reaches the SDK once, from the file: the two lanes give
+        # one message different identities, so staging both wrote it twice.
+        return CaptureOutcome.FILE_POLLED
+    inputs = _hook_inputs(source_id, payload) or _capture_transcript(source_id, payload, database)
+    if not inputs:
+        return CaptureOutcome.IGNORED
+    observed = datetime.now(UTC)
+    conversations: dict[str, list[EvidenceRecord]] = {}
+    for value in inputs:
+        conversations.setdefault(value.conversation_id, []).append(
+            materialize_write_input(value, observed_at=observed)
+        )
+    for conversation_id, records in conversations.items():
+        # The turn rule decides what is written (`turn_batches`): a turn is
+        # complete when the next user message arrives, batches are 5 turns or
+        # 8000 characters, and Core writes the rest after 10 quiet minutes.
+        queue.assemble_live_records(tuple(records), file_key=f"hook:{conversation_id}")
+    return CaptureOutcome.STAGED
 
 
-def _sync_open(database: Path, source_id: str) -> bool:
-    return capture_rejection(database, source_id) is None
+def _hook_inputs(source_id: str, payload: dict[str, object]) -> list[EvidenceInput]:
+    conversation_id = _conversation(payload)
+    if conversation_id is None:
+        return []
+    observed = datetime.now(UTC)
+    return [
+        EvidenceInput(
+            source_id=source_id,
+            conversation_id=conversation_id,
+            message_id=message_id,
+            source_ordinal=None if message_id else "hook-visible",
+            role=role,
+            written_by=written_by,
+            created_at=observed,
+            verbatim=verbatim,
+            origin_meta={EvidenceOrigin.HOOK: OriginMetadata()},
+        )
+        for role, written_by, verbatim, message_id in _messages(source_id, payload)
+    ]
+
+
+def live_capture_router(
+    dependencies: list[Depends],
+    *,
+    file_polled: Callable[[Request, str], bool],
+) -> APIRouter:
+    """`POST /api/v1/live-capture/{source_id}`: a hook's payload, handed over by the hook.
+
+    202 whatever the gates decide, so a hook has nothing to print. The answer
+    names the outcome only, never any of the payload.
+    """
+    router = APIRouter(dependencies=dependencies)
+
+    @router.post(CAPTURE_ROUTE, status_code=202)
+    async def live_capture(source_id: str, request: Request) -> dict[str, str]:
+        if source_id not in CAPTURE_SOURCES:
+            raise HTTPException(status_code=404, detail="capture_source_not_found")
+        body = await request.body()
+        if len(body) > MAX_PAYLOAD_BYTES:
+            raise HTTPException(status_code=413, detail="capture_payload_too_large")
+        try:
+            payload = json.loads(body)
+        except (json.JSONDecodeError, UnicodeError) as error:
+            raise HTTPException(status_code=422, detail="capture_payload_invalid") from error
+        state = request.app.state
+        queue = getattr(state, "memory_write_queue", None)
+        if getattr(state, "memory_authority", None) is not MemoryAuthority.SDK or queue is None:
+            # Only an SDK-authority home is served; nothing here may bring the
+            # retired Evidence tables back for any other.
+            return {"outcome": CaptureOutcome.IGNORED.value}
+        outcome = await asyncio.to_thread(
+            capture_hook,
+            source_id,
+            payload,
+            queue.database_path,
+            queue=queue,
+            file_polled=lambda source: file_polled(request, source),
+        )
+        return {"outcome": outcome.value}
+
+    return router
 
 
 class CaptureRejection(StrEnum):
@@ -255,22 +292,6 @@ def record_capture_rejection(
         return
 
 
-def _submit_live_memory(store: EvidenceStore, record: EvidenceRecord, *, changed: bool) -> None:
-    """Add the record to its conversation's live assembling row.
-
-    The turn rule decides what is written (`turn_batches`): a turn is
-    complete when the next user message arrives, batches are 5 turns or
-    8000 characters, and Core writes the rest after 10 quiet minutes.
-    """
-    if not changed or not _sync_open(store.database_path, record.source_id):
-        return
-    from one_memory.memory_server.durable_queue import DurableWriteQueue
-
-    DurableWriteQueue(store.database_path, evidence=store).assemble_live_records(
-        (record,), file_key=f"hook:{record.conversation_id}"
-    )
-
-
 def _conversation(payload: dict[str, object]) -> str | None:
     return first_string(
         cast(JsonValue | None, payload.get("session_id")),
@@ -470,34 +491,35 @@ def _opencode_messages(
     return lines
 
 
-def _capture_transcript(source_id: str, payload: dict[str, object], database: Path) -> bool:
+def _capture_transcript(
+    source_id: str, payload: dict[str, object], database: Path
+) -> list[EvidenceInput]:
     """Stop without in-memory text reads the granted transcript, then the same parser."""
 
     event = payload.get("hook_event_name") or payload.get("hookEventName")
     parser = _FILE_FALLBACK.get(source_id)
     transcript = payload.get("transcript_path")
     if event not in _FALLBACK_EVENTS or parser is None or not isinstance(transcript, str):
-        return False
+        return []
     root = _grant_root(database, source_id)
     if root is None:
-        return False
+        return []
     try:
         granted = root.resolve()
         target = Path(transcript).resolve()
     except OSError:
-        return False
+        return []
     if target != granted and granted not in target.parents:
-        return False
+        return []
     if not target.is_file():
-        return False
+        return []
     _wait_stable(target)
     try:
         raw = target.read_text(encoding="utf-8")
     except OSError:
-        return False
+        return []
     relative = target.relative_to(granted).as_posix()
-    store = EvidenceStore(database)
-    wrote = False
+    inputs: list[EvidenceInput] = []
     for index, line in enumerate(raw.splitlines()):
         if not line.strip():
             continue
@@ -514,7 +536,7 @@ def _capture_transcript(source_id: str, payload: dict[str, object], database: Pa
         if not isinstance(parsed, ParsedMessage):
             continue
         for row_index, row in enumerate(parsed.rows()):
-            result = store.put(
+            inputs.append(
                 EvidenceInput(
                     source_id=source_id,
                     workspace=opaque_workspace_id(source_id, row.workspace),
@@ -533,11 +555,7 @@ def _capture_transcript(source_id: str, payload: dict[str, object], database: Pa
                     origin_meta={EvidenceOrigin.FILE: OriginMetadata()},
                 )
             )
-            _submit_live_memory(
-                store, result.record, changed=result.was_created or result.was_revised
-            )
-        wrote = True
-    return wrote
+    return inputs
 
 
 def _grant_root(database: Path, source_id: str) -> Path | None:

memhub/apps/core/src/one_memory/memory_server/durable_queue.py

@@ -28,10 +28,11 @@ from pathlib import Path
 from typing import Any, Literal
 from uuid import uuid4
 
-from one_memory.background_work import in_the_background
+from one_memory.background_work import in_lease_renewal, in_the_write_queue
 from one_memory.conversation_processing import TURN_IDLE_FLUSH_SECONDS, turn_batches
 from one_memory.database_access import main_database
 from one_memory.diagnostic_log import diagnostic_event
+from one_memory.exception_reporting import report_exception
 from one_memory.imports.models import EvidenceOrigin, EvidenceRecord
 from one_memory.imports.storage import EvidenceStore
 from one_memory.memory_server.contracts import (
@@ -451,6 +452,14 @@ class _LeaseRenewalFatalError(RuntimeError):
     """A non-transient renewal failure that must stop the worker."""
 
 
+def _drain_exit_code(error: BaseException) -> str:
+    """A stable, lowercase code for why the drain exited; never message text."""
+    if isinstance(error, _LeaseRenewalFatalError):
+        return "lease_renewal_failed"
+    name = re.sub(r"(?<!^)(?=[A-Z])", "_", type(error).__name__).lower()
+    return name if re.fullmatch(r"[a-z_]{1,64}", name) else "drain_error"
+
+
 @dataclass(frozen=True)
 class UnknownWriteJob:
     """An `unknown` row that still needs an external inquiry.
@@ -2562,14 +2571,14 @@ async def execute_job(
     # Every store call here is synchronous SQLite work on the single writer or
     # a reader; made from the loop it would block health checks and the API for
     # as long as the write lock is held.
-    request = await in_the_background(queue.payload_for, job_id)
+    request = await in_the_write_queue(queue.payload_for, job_id)
     if request is None:
         # A claimed row whose payload is missing or unreadable (reaped while
         # still claimable, corrupted, or a foreign row) must not be left
         # `running`: nothing was sent, so it is a terminal failure rather than
         # an unknown, and the lease must be released so it is not held until it
         # lapses.
-        await in_the_background(
+        await in_the_write_queue(
             queue.settle,
             job_id,
             state=FAILED,
@@ -2579,9 +2588,9 @@ async def execute_job(
         )
         return
     try:
-        records = await in_the_background(evidence_for_request, evidence, request)
+        records = await in_the_write_queue(evidence_for_request, evidence, request)
     except LookupError as error:
-        await in_the_background(
+        await in_the_write_queue(
             queue.settle,
             job_id,
             state=FAILED,
@@ -2618,7 +2627,7 @@ async def execute_job(
         source_id = lane_key(next(iter(users), DEFAULT_USER_ID), source_id)
 
         async def mark() -> bool:
-            return await in_the_background(queue.mark_invoked, job_id, owner=owner)
+            return await in_the_write_queue(queue.mark_invoked, job_id, owner=owner)
 
         if admit_hy_invocation is not None:
             admitted = await admit_hy_invocation(source_id, requires_generation, mark)
@@ -2633,7 +2642,7 @@ async def execute_job(
             raise RuntimeError("durable_write_lease_lost_before_invocation")
         hy_invoked = True
 
-    attempt = await in_the_background(queue.sdk_attempt, job_id)
+    attempt = await in_the_write_queue(queue.sdk_attempt, job_id)
     window = model_failures() if model_failures is not None else nullcontext(None)
     provider: ModelAttempt | None = None
     try:
@@ -2675,7 +2684,7 @@ async def execute_job(
             }
             and not hy_invoked
         ):
-            await in_the_background(queue.release_unstarted, job_id, owner=owner)
+            await in_the_write_queue(queue.release_unstarted, job_id, owner=owner)
             return
         provider_failure = provider.failure if provider is not None else None
         if hy_invoked and provider_failure is not None:
@@ -2683,7 +2692,7 @@ async def execute_job(
             # gone, a provider that is down): the job is fine and waits for
             # the provider, in its place, without spending a retry. The
             # breaker paces when it is tried again.
-            await in_the_background(
+            await in_the_write_queue(
                 queue.requeue_for_model, job_id, error_code=provider_failure, owner=owner
             )
             logger.info(
@@ -2712,7 +2721,7 @@ async def execute_job(
         elif not hy_invoked and code in MODEL_NOT_READY_CODES:
             state = WAITING_FOR_MODEL
         if state is not None:
-            await in_the_background(
+            await in_the_write_queue(
                 queue.settle,
                 job_id,
                 state=state,
@@ -2724,7 +2733,7 @@ async def execute_job(
             # Anything else is this job's own trouble: content the model or
             # the SDK refused, a reply that did not parse, a check that failed
             # after the write. Retried a few times, then `failed`.
-            state = await in_the_background(
+            state = await in_the_write_queue(
                 queue.retry_or_fail, job_id, error_code=code, owner=owner
             )
         # Never `logger.exception` here: it prints the exception's message,
@@ -2751,7 +2760,7 @@ async def execute_job(
                 error_chain_text(error),
             )
         return
-    await in_the_background(
+    await in_the_write_queue(
         queue.settle,
         job_id,
         state=COMPLETED,
@@ -2760,13 +2769,13 @@ async def execute_job(
         sdk_memory_ids=memory_ids,
     )
     release = getattr(evidence, "release_sdk_staging", None)
-    durable_receipt = await in_the_background(queue.sdk_receipt, job_id)
+    durable_receipt = await in_the_write_queue(queue.sdk_receipt, job_id)
     if (
         callable(release)
         and durable_receipt is not None
         and (durable_receipt.raw_ids or durable_receipt.memory_ids)
     ):
-        await in_the_background(
+        await in_the_write_queue(
             release,
             tuple(record.evidence_id for record in records),
         )
@@ -2891,6 +2900,16 @@ class DurableWriteDrain:
         #: a minute against a provider that refused every one (#245).
         self.model_claim_allowance = model_claim_allowance
         self._last_unknown_reconcile: datetime | None = None
+        #: What `run_supervised` says about the drain: None before it was
+        #: first started, then `running`, `restarting` (it exited on an error
+        #: and waits out its backoff) or `stopped`. Shown by memory-processing.
+        self.liveness: Literal["running", "restarting", "stopped"] | None = None
+        #: The stable code of the last unexpected exit, kept after a restart.
+        self.last_error_code: str | None = None
+        self.restarts = 0
+        self._stop_requested = False
+        #: Wakes a restart backoff, so `stop()` does not wait it out.
+        self._stopping = asyncio.Event()
 
     def claim(
         self,
@@ -3218,7 +3237,7 @@ class DurableWriteDrain:
             # Claim is a blocking SQLite write on the single writer connection.
             # Run it off the loop, like every other DB call in this chain; a
             # busy writer would otherwise stall the whole event loop.
-            ids = await in_the_background(
+            ids = await in_the_write_queue(
                 self.claim,
                 limit=limit,
                 budget_ms=self.claim_budget_ms,
@@ -3231,10 +3250,10 @@ class DurableWriteDrain:
         await asyncio.gather(*(self._run_claimed_job(job_id) for job_id in ids))
 
     async def _run_claimed_job(self, job_id: str) -> None:
-        if not await in_the_background(self.still_owns, job_id):
+        if not await in_the_write_queue(self.still_owns, job_id):
             logger.warning("durable_write_drain_lease_lost_before_execution job_id=%s", job_id)
             return
-        deadline = await in_the_background(self.lease_deadline, job_id)
+        deadline = await in_the_write_queue(self.lease_deadline, job_id)
         if deadline is None:
             return
         renewal = asyncio.create_task(self._renew_loop(job_id, deadline))
@@ -3271,6 +3290,11 @@ class DurableWriteDrain:
                 job_id,
                 type(error).__name__,
             )
+            report_exception(
+                "memory.write_queue",
+                "memory.write_queue.executor_failed",
+                error,
+            )
             self._record_database_error(error)
             await self._settle_worker_error(
                 job_id,
@@ -3297,7 +3321,7 @@ class DurableWriteDrain:
         other programming error still escapes to the outer per-job fence.
         """
         try:
-            await in_the_background(
+            await in_the_write_queue(
                 self.queue.settle_worker_error,
                 job_id,
                 error_code=error_code,
@@ -3315,7 +3339,7 @@ class DurableWriteDrain:
 
     async def _execute_with_ceiling(self, job_id: str) -> None:
         ceiling = (
-            await in_the_background(self.work_ceiling)
+            await in_the_write_queue(self.work_ceiling)
             if callable(self.work_ceiling)
             else self.work_ceiling
         )
@@ -3370,6 +3394,13 @@ class DurableWriteDrain:
                             task.get_name(),
                             type(error).__name__,
                         )
+                        # With its stack: a type name alone cannot tell one
+                        # stray failure from a bug that fails every job.
+                        report_exception(
+                            "memory.write_queue",
+                            "memory.write_queue.job_task_failed",
+                            error,
+                        )
                 if self.budget is not None and work_deadline is not None:
                     now = _time.monotonic()
                     # Always admit the first unit of a cycle even when the
@@ -3385,7 +3416,7 @@ class DurableWriteDrain:
                 try:
                     available = self.max_concurrent_sources - len(active)
                     ids = (
-                        await in_the_background(
+                        await in_the_write_queue(
                             self.claim,
                             limit=available,
                             budget_ms=self.claim_budget_ms,
@@ -3497,7 +3528,79 @@ class DurableWriteDrain:
                 await asyncio.gather(*active, return_exceptions=True)
 
     def stop(self) -> None:
+        self._stop_requested = True
         self.running = False
+        self._stopping.set()
+
+    async def run_supervised(
+        self,
+        *,
+        idle_pause: float = 0.05,
+        restart_backoff: float = 1.0,
+        max_restart_backoff: float = 60.0,
+    ) -> None:
+        """`run_forever`, started again whenever it exits on an error.
+
+        The drain is the queue's only consumer, so a drain that died stranded
+        every write behind it until the next start, and nothing said so: an
+        unexpected SQLite error on the claim path (disk I/O, a vanished file)
+        or an exception from a claim gate ended it for good. Each exit is now
+        reported with its stack, and the drain comes back after a pause that
+        doubles up to `max_restart_backoff`, back to `restart_backoff` once it
+        has run for that long. `stop()` and cancellation end it as before.
+
+        Ownership across a restart: `run_forever` only returns once every job
+        task it started has finished (its `finally`), and a task whose lease
+        renewal broke (`_LeaseRenewalFatalError`) waits for its execution to
+        return first, so nothing of the old drain is still running a job when
+        the new one claims. The new one also takes a new lease owner, so a
+        statement of the old one still in a pool thread can neither renew nor
+        settle a row under the new drain's name, and the old drain's leases
+        are only ever recovered by expiry (`reclaim_expired`), which decides
+        by `hy_invoked` exactly as for a drain that died with its process.
+        """
+        backoff = restart_backoff
+        while not self._stop_requested:
+            started = _time.monotonic()
+            self.liveness = "running"
+            try:
+                await self.run_forever(idle_pause=idle_pause)
+            except asyncio.CancelledError:
+                self.liveness = "stopped"
+                raise
+            except Exception as error:
+                self.last_error_code = _drain_exit_code(error)
+                self.restarts += 1
+                report_exception(
+                    "memory.write_queue",
+                    "memory.write_queue.drain_exited",
+                    error,
+                    context={"restarts": self.restarts},
+                )
+                logger.error(
+                    "durable_write_drain_exited error_code=%s restarts=%d chain=%s",
+                    self.last_error_code,
+                    self.restarts,
+                    error_chain_text(error),
+                )
+            else:
+                if self._stop_requested:
+                    break
+            if self._stop_requested:
+                break
+            self.owner = f"durable-drain:{uuid4()}"
+            if _time.monotonic() - started >= max_restart_backoff:
+                backoff = restart_backoff
+            self.liveness = "restarting"
+            try:
+                await asyncio.wait_for(self._stopping.wait(), timeout=backoff)
+            except TimeoutError:
+                pass
+            except asyncio.CancelledError:
+                self.liveness = "stopped"
+                raise
+            backoff = min(backoff * 2, max_restart_backoff)
+        self.liveness = "stopped"
 
     async def _run_idle_maintenance(
         self,
@@ -3515,7 +3618,7 @@ class DurableWriteDrain:
         persisting provider or user content.
         """
         try:
-            await in_the_background(operation)
+            await in_the_write_queue(operation)
             self._database_failure_streaks.pop(f"maintenance:{operation_name}", None)
         except asyncio.CancelledError:
             raise
@@ -3543,7 +3646,7 @@ class DurableWriteDrain:
                 renewed_at = datetime.now(UTC)
                 remaining = (deadline - renewed_at).total_seconds()
                 if remaining <= 0 or not await asyncio.wait_for(
-                    in_the_background(self.renew, job_id), timeout=remaining
+                    in_lease_renewal(self.renew, job_id), timeout=remaining
                 ):
                     return False
                 deadline = renewed_at + self.lease

memhub/apps/core/src/one_memory/memory_server/migrations.py

@@ -3235,6 +3235,65 @@ async def _062_onboarding_progress(cursor: Any) -> None:
             raise
 
 
+IMPORT_JOB_LOOKUP_INDEXES_MIGRATION_VERSION = 63
+
+
+def import_job_lookup_indexes_ddl(dialect: str = "mysql") -> str:
+    """Index the per-source and per-status import job lookups.
+
+    Migration 7 gave SQLite `import_jobs` no index beyond its primary key (the
+    one-active-job index is partial), so every "this source's jobs" or "the
+    jobs in this state" question read and sorted the whole table. Live sync
+    adds a row per change it imports and nothing removed them, so on a machine
+    a few weeks old that table was thousands of rows read several times a poll.
+
+    `import_jobs_lane` serves the lane lookups (one user, one source, one
+    operation, a status, newest first) and the pruning of finished syncs;
+    `import_jobs_status` serves restart recovery and the status filters.
+    MySQL's migration 7 already has a status index and no `operation` column,
+    so it only gains the ordered source index.
+    """
+    if dialect == "sqlite":
+        return """
+CREATE INDEX IF NOT EXISTS import_jobs_lane
+ON import_jobs(user_id, source_id, operation, status, created_at);
+CREATE INDEX IF NOT EXISTS import_jobs_status
+ON import_jobs(status, created_at);
+"""
+    return """
+CREATE INDEX idx_import_jobs_source_created
+ON import_jobs(user_id, source_id, created_at);
+"""
+
+
+def _is_duplicate_index(error: Exception) -> bool:
+    """MySQL's "index name already there" (1061): the index is in place."""
+    args: tuple[object, ...] = getattr(error, "args", ())
+    return bool(args) and args[0] == 1061
+
+
+async def _063_import_job_lookup_indexes(cursor: Any) -> None:
+    dialect = _dialect(cursor)
+    if dialect == "sqlite":
+        # `operation` was added by the job store, not by migration 7, so a
+        # database built from the catalog alone may not have it yet. Same
+        # declaration as the store's own addition.
+        if "operation" not in await cursor.columns("import_jobs"):
+            await cursor.execute(
+                "ALTER TABLE import_jobs ADD COLUMN operation TEXT NOT NULL DEFAULT 'history'"
+            )
+        for statement in _split_statements(import_job_lookup_indexes_ddl(dialect)):
+            await cursor.execute(statement)
+        return
+    for statement in _split_statements(import_job_lookup_indexes_ddl(dialect)):
+        try:
+            await cursor.execute(statement)
+        except Exception as error:  # noqa: BLE001 - MySQL driver error type varies
+            if _is_duplicate_index(error):
+                continue
+            raise
+
+
 def _split_statements(sql: str) -> list[str]:
     """Split a multi-statement script, dropping blanks, PRAGMA and comments.
 
@@ -3541,4 +3600,9 @@ MIGRATIONS: tuple[Migration, ...] = (
         _062_onboarding_progress,
         ("onboarding_state",),
     ),
+    Migration(
+        IMPORT_JOB_LOOKUP_INDEXES_MIGRATION_VERSION,
+        "import_job_lookup_indexes",
+        _063_import_job_lookup_indexes,
+    ),
 )

memhub/apps/core/src/one_memory/model_probe.py

@@ -26,6 +26,7 @@ if TYPE_CHECKING:
 _operation: ContextVar[tuple["ModelProbeOperations", str] | None] = ContextVar(
     "model_probe_operation", default=None
 )
+_dispatch_started: ContextVar[bool] = ContextVar("model_probe_dispatch_started", default=False)
 
 
 class ProbeCode(StrEnum):
@@ -113,16 +114,26 @@ class ModelProber:
         if existing is not None:
             return existing
         token = _operation.set((operations, request.operation_id))
+        dispatch_token = _dispatch_started.set(False)
         try:
             await self._probe(profile_id)
         except ProbeOperationConflict:
             await asyncio.to_thread(
                 operations.fail, request.operation_id, "model_probe_profile_changed"
             )
-        except Exception:
-            # Unknown dispatch/storage outcomes stay reserved, including across restart.
-            raise ProbeOperationUnavailable("model_probe_operation_unavailable") from None
+        except Exception as exc:
+            if _dispatch_started.get():
+                # Once a request may have reached the provider, preserve the
+                # reservation so a retry cannot duplicate a possibly billed call.
+                raise ProbeOperationUnavailable("model_probe_operation_unavailable") from None
+            logging.getLogger(__name__).warning(
+                "model probe failed before dispatch: %s", type(exc).__name__
+            )
+            await asyncio.to_thread(
+                operations.fail, request.operation_id, "model_probe_execution_failed"
+            )
         finally:
+            _dispatch_started.reset(dispatch_token)
             _operation.reset(token)
         return await asyncio.to_thread(operations.lookup, request.operation_id)
 
@@ -317,6 +328,8 @@ class ModelProber:
         listing_optional: bool = False,
     ) -> ProbeStage:
         await self._check_operation()
+        if _operation.get() is not None:
+            _dispatch_started.set(True)
         started = monotonic()
         try:
             response = await client.request(

memhub/apps/core/src/one_memory/onboarding.py

@@ -118,7 +118,7 @@ class OnboardingState(BaseModel):
     selected_source_ids: tuple[str, ...]
     started_at: datetime | None
     completed_at: datetime | None
-    mode_intent: Literal["lite", "pro"] | None
+    mode_intent: Literal["lite", "pro", "ultra"] | None
     setup_step: Literal["review", "mode", "model"] | None
     model_profile_id: str | None
 
@@ -128,7 +128,7 @@ class OnboardingProgressUpdate(BaseModel):
 
     model_config = ConfigDict(frozen=True, extra="forbid")
 
-    mode_intent: Literal["lite", "pro"] | None = None
+    mode_intent: Literal["lite", "pro", "ultra"] | None = None
     setup_step: Literal["review", "mode", "model"] | None = None
     model_profile_id: str | None = Field(default=None, min_length=36, max_length=36)
 

memhub/apps/core/src/one_memory/raw_turns.py

@@ -9,6 +9,7 @@ identity while retaining the parent raw id for traceability.
 from __future__ import annotations
 
 import hashlib
+import re
 from dataclasses import dataclass
 
 from one_memory.hy_sdk_types import HySdkRawRecord, raw_turn_messages
@@ -57,6 +58,66 @@ def raw_display_turns(record: HySdkRawRecord) -> tuple[RawDisplayTurn, ...]:
 
 
 def _turn_content(messages: list[tuple[str, str]]) -> str:
-    return "\n".join(
-        f"[{role}]: {content}" if role else content for role, content in messages
-    )
+    return "\n".join(f"[{role}]: {content}" if role else content for role, content in messages)
+
+
+def raw_prefix_added(
+    cached: tuple[tuple[str, str | None], ...],
+    current: tuple[tuple[str, str | None], ...],
+    cached_total: int,
+    current_total: int,
+) -> int | None:
+    """How many raws were only put on top of a cached newest-first listing.
+
+    `cached` and `current` are the (raw id, status) of the first page of each
+    listing. The answer is a count when the current page is the cached one
+    with new raws before it and nothing else changed; None when anything else
+    happened (a delete, a status change, a raw dated into the middle), which
+    needs a full re-listing.
+    """
+    added = current_total - cached_total
+    if added <= 0 or added > len(current):
+        return None
+    kept = current[added:]
+    if not kept and cached_total:
+        return None
+    if kept != cached[: len(kept)]:
+        return None
+    return added
+
+
+_WORD = re.compile(r"\w+")
+
+
+def _query_terms(query: str) -> frozenset[str]:
+    """Words of the query, plus character bigrams of unspaced (CJK) words."""
+    terms: set[str] = set()
+    for word in _WORD.findall(query.casefold()):
+        terms.add(word)
+        if not word.isascii() and len(word) > 1:
+            terms.update(word[index : index + 2] for index in range(len(word) - 1))
+    return frozenset(terms)
+
+
+def turns_for_hit(turns: tuple[RawDisplayTurn, ...], query: str) -> tuple[RawDisplayTurn, ...]:
+    """The turns one semantic raw hit shows, never none while it has turns.
+
+    The SDK embeds a whole raw batch, so a vector hit cannot say which of its
+    turns matched. Every turn containing the query text is shown; when none
+    does, the turn sharing the most query terms (the earliest on a tie) stands
+    for the hit. A semantic hit is never dropped for lacking the literal query.
+    """
+    if not turns:
+        return ()
+    needle = query.casefold().strip()
+    if needle:
+        lexical = tuple(turn for turn in turns if needle in turn.content.casefold())
+        if lexical:
+            return lexical
+    terms = _query_terms(query)
+
+    def overlap(turn: RawDisplayTurn) -> tuple[int, int]:
+        content = turn.content.casefold()
+        return (sum(1 for term in terms if term in content), -turn.turn_index)
+
+    return (max(turns, key=overlap),)

memhub/apps/core/src/one_memory/recall_fallback.py

@@ -11,6 +11,7 @@ instead: plain retrieval over what was imported, the same lane
 from __future__ import annotations
 
 import asyncio
+import re
 import time
 from collections.abc import Awaitable, Callable
 from datetime import UTC, datetime
@@ -46,6 +47,50 @@ def recall_total_timeout_seconds(timeout_ms: int) -> float:
     return min(timeout_ms / 1_000 + RECALL_TOTAL_GRACE_SECONDS, RECALL_TOTAL_CEILING_SECONDS)
 
 
+def _bounded_raw_excerpt(content: str, query: str, limit: int) -> str:
+    """Fit one raw hit without discarding the highest-ranked candidate.
+
+    Prefer the literal query, then its longest matching word. A semantic hit
+    with no lexical anchor keeps its beginning: that is also the part the
+    embedding service preserves when an input exceeds its own token limit.
+    """
+    if len(content) <= limit:
+        return content
+    if limit <= 2:
+        return content[:limit]
+
+    anchor = 0
+    needle = query.strip()
+    if needle:
+        exact = re.search(re.escape(needle), content, re.IGNORECASE)
+        if exact is not None:
+            anchor = exact.start()
+        else:
+            terms = sorted(re.findall(r"\w+", needle), key=len, reverse=True)
+            match = next(
+                (
+                    found
+                    for term in terms
+                    if (found := re.search(re.escape(term), content, re.IGNORECASE)) is not None
+                ),
+                None,
+            )
+            if match is not None:
+                anchor = match.start()
+
+    payload = limit
+    while True:
+        start = max(0, min(anchor - payload // 3, len(content) - payload))
+        end = min(len(content), start + payload)
+        adjusted = limit - int(start > 0) - int(end < len(content))
+        if adjusted == payload:
+            break
+        payload = adjusted
+    prefix = "…" if start > 0 else ""
+    suffix = "…" if end < len(content) else ""
+    return f"{prefix}{content[start:end]}{suffix}"
+
+
 async def recall_with_fallback(
     request: RecallRequest,
     *,
@@ -123,6 +168,9 @@ async def _raw_recall(
         )
     except TimeoutError:
         return receipt(truncated_by=TruncationBudget.TIMEOUT)
+    current_sources = await raw_sources()
+    if sources is not None:
+        sources &= current_sources or frozenset()
     hits: list[RecallHit] = []
     used = 0
     truncated_by: TruncationBudget | None = None
@@ -137,13 +185,23 @@ async def _raw_recall(
                 truncated_by=truncated_by,
                 unexamined=len(found) - index,
             )
-        if used + len(hit.content) > request.character_budget:
+        remaining = request.character_budget - used
+        if remaining <= 0:
+            truncated_by = TruncationBudget.CHARACTER
+            return receipt(
+                tuple(hits),
+                used=used,
+                truncated_by=truncated_by,
+                unexamined=len(found) - index,
+            )
+        content = hit.content
+        if len(content) > remaining:
+            content = _bounded_raw_excerpt(content, request.query, remaining)
             truncated_by = TruncationBudget.CHARACTER
-            continue
         hits.append(
             RecallHit(
                 memory_id=hit.raw_id,
-                content=hit.content,
+                content=content,
                 kind="raw",
                 scopes=(),
                 evidence_ids=(),
@@ -158,5 +216,5 @@ async def _raw_recall(
                 session_id=hit.session_id,
             )
         )
-        used += len(hit.content)
+        used += len(content)
     return receipt(tuple(hits), used=used, truncated_by=truncated_by)

memhub/apps/core/src/one_memory/runtime_client.py

@@ -113,6 +113,37 @@ def inspect_runtime(
     )
 
 
+@dataclass(frozen=True)
+class CoreEndpoint:
+    host: Literal["127.0.0.1"]
+    port: int
+    token: str
+
+
+def core_endpoint(
+    data_dir: Path,
+    *,
+    alive: Callable[[int], bool] = process_is_alive,
+) -> CoreEndpoint | None:
+    """Where this home's Core listens and the token it accepts, from files alone.
+
+    The receipt and token checks `inspect_runtime` makes, without its identity
+    round trip: a caller that only has to hand something over quickly lets the
+    authenticated request itself be the proof. None when no live Core is named.
+    """
+    try:
+        raw = (data_dir / "runtime.json").read_text(encoding="utf-8")
+        receipt = _receipt(json.loads(raw))
+    except (OSError, UnicodeError, json.JSONDecodeError):
+        return None
+    if receipt is None or not alive(receipt.pid):
+        return None
+    token = _runtime_token(data_dir)
+    if token is None:
+        return None
+    return CoreEndpoint(host=receipt.host, port=receipt.port, token=token)
+
+
 def _receipt(value: object) -> RuntimeReceipt | None:
     if not isinstance(value, dict):
         return None

memhub/apps/core/src/one_memory/sdk_migration_verify.py

@@ -288,4 +288,3 @@ def verify_readback(
         productivity_readable=sum(1 for memory_id in legacy.productivity if readable(memory_id)),
         chat_missing_before_migration=chat_missing_before_migration,
     )
-

memhub/apps/core/tests/TEST_INDEX.md

@@ -123,6 +123,7 @@
 | `test_import_api.py` | `integration` | 覆盖 resume during cleanup returns conflict without internal error、authorize detect import and revoke api flow、protected api rejects missing token and foreign origin 等 5 个场景。 |
 | `test_import_control_races_review.py` | `contract` | Read-only review repro: real runner/store, synthetic delayed adapter cleanup. |
 | `test_import_evidence_atomicity.py` | `contract` | 覆盖 counter failure rolls back evidence versions and cursor、same identity cursor rewind is blocked and logged、replaced identity may reset checkpoint 等 20 个场景。 |
+| `test_import_job_retention.py` | `integration` | `import_jobs` stays bounded, and the questions asked of it are SQL, not scans. |
 | `test_import_oversized_verbatim.py` | `contract` | 覆盖 normal verbatim is unchanged、oversized verbatim is truncated instead of rejected 场景。 |
 | `test_import_runner.py` | `contract` | 覆盖 job transitions are explicit、runner keeps per record errors and continues、sync slices reuse the same source listing 等 22 个场景。 |
 | `test_import_skip_batching.py` | `contract` | 覆盖 batch limit and tail use fewer commits、batched skips keep their order against the next write、flushes before every nonmatching event 等 14 个场景。 |
@@ -137,7 +138,7 @@
 | `test_internal_preset.py` | `contract` | The optional model preset a configured build carries. |
 | `test_jsonl_snapshot_tail.py` | `contract` | Bounded EOF handling on synthetic files only, never original host history. |
 | `test_library_search_window.py` | `unit` | The library search window store and the unified record/keyword parsing. |
-| `test_live_capture.py` | `integration` | Visible hook text lands in Evidence before the transcript file is flushed. |
+| `test_live_capture.py` | `integration` | Hooks hand visible text to Core, which stages it once, without Evidence. |
 | `test_live_sync.py` | `contract` | 覆盖 live sync preempts a reader batch before it emits work、live sync cuts in front of a running history import、live sync does not resume a history import the user paused 等 24 个场景。 |
 | `test_live_sync_file_incremental.py` | `contract` | 覆盖 unchanged file metadata avoids a job and content read、changed file content is read once by the import job、workbuddy first live poll baselines history then imports only append 等 6 个场景。 |
 | `test_live_sync_job_coalescing.py` | `contract` | A poll that finds nothing must not leave an import job behind. |
@@ -213,6 +214,7 @@
 | `test_onboarding_profile.py` | `integration` | R-09：首次安装引导把画像录下来，不问用户一句话。 |
 | `test_oversized_file_guard.py` | `contract` | One pass over a source file is bounded by a byte budget, not skipped. |
 | `test_parent_watchdog.py` | `integration` | A Core that outlives its launcher makes the next launch impossible. |
+| `test_pinned_sdk_raw_search.py` | `integration` | MemHub's raw search against the hy-memory wheel it pins, not the repo source. |
 | `test_policy_api_wiring.py` | `integration` | 覆盖 global model permission off does not backfill、backfill puts history on write jobs without scheduling memory tasks、source pause skips history until the source is reenabled 场景。 |
 | `test_policy_production_entry.py` | `contract` | 覆盖 production serve passes only supported app options、maintenance serve does not own the runtime 场景。 |
 | `test_precipitation_concurrency_setting.py` | `contract` | Rule 2/9: precipitation concurrency is configurable, not hardcoded to 1. |
@@ -321,4 +323,4 @@
 | `test_workspace_recall.py` | `contract` | Workspace memories were unreachable from every host; these pin the way in. |
 | `test_write_queue_lease_renewal.py` | `contract` | Rule 8: a lease must outlive the work it covers, and be renewed while it runs. |
 
-共 316 个测试文件。
+共 318 个测试文件。

memhub/apps/core/tests/core_test_classification.py

@@ -14,8 +14,8 @@ from pathlib import Path
 import pytest
 
 PRIMARY_MARKERS = ("unit", "contract", "integration", "performance", "live")
-EXPECTED_TEST_FILE_COUNT = 316
-EXPECTED_TEST_FILES_SHA256 = "011482974a26e9d43ba03bb88cbd168e645175beacd96c02ff642bc17dac49da"
+EXPECTED_TEST_FILE_COUNT = 318
+EXPECTED_TEST_FILES_SHA256 = "df8752566a0bf9e540f68b4948f3f5dbc409bd6836707b1330206e2349d70940"
 
 # Pure transformations, validation models, parity checks and state machines.
 # This list is intentionally small: uncertain files default to contract.
@@ -70,6 +70,7 @@ INTEGRATION_FILES = frozenset(
         "test_file_import_operations.py",
         "test_graph_width_endpoint.py",
         "test_import_api.py",
+        "test_import_job_retention.py",
         "test_live_capture.py",
         "test_live_watch_grants.py",
         "test_log_privacy.py",
@@ -93,6 +94,7 @@ INTEGRATION_FILES = frozenset(
         "test_model_profile_context_reset.py",
         "test_onboarding_profile.py",
         "test_parent_watchdog.py",
+        "test_pinned_sdk_raw_search.py",
         "test_policy_api_wiring.py",
         "test_recall_scope_control.py",
         "test_retrieval_lifespan.py",

memhub/apps/core/tests/graph_fixtures.py

@@ -39,8 +39,7 @@ def kuzu_graph_with_embedding_width(db_path: Path, width: int) -> None:
     database = kuzu.Database(str(db_path))
     connection = kuzu.Connection(database)
     connection.execute(
-        f"CREATE NODE TABLE Memory("
-        f"node_id STRING, embedding FLOAT[{width}], PRIMARY KEY(node_id))"
+        f"CREATE NODE TABLE Memory(node_id STRING, embedding FLOAT[{width}], PRIMARY KEY(node_id))"
     )
     del connection
     del database

memhub/apps/core/tests/measure_c1_recall_during_import.py

@@ -29,7 +29,6 @@ from one_memory.imports.sources.registry import (
     build_source_catalog,
 )
 from one_memory.imports.supervisor import ImportSupervisor
-from one_memory.live_capture import capture_hook
 
 FREEZE_THRESHOLD_SECONDS = 1.0
 
@@ -228,31 +227,17 @@ async def _run(
 
         hook_text = "realtime hook while history import is running"
         hook_started = time.monotonic()
-        result["hook_accepted"] = await asyncio.to_thread(
-            capture_hook,
-            "workbuddy",
-            {
+        # A hook hands its turn to Core over loopback; it no longer writes the
+        # database itself. What is measured is that hand-off under import load.
+        handed = await client.post(
+            "/api/v1/live-capture/workbuddy",
+            json={
                 "hook_event_name": "UserPromptSubmit",
                 "session_id": "pressure-live-session",
                 "prompt": hook_text,
             },
-            app.state.evidence_store.database_path,
         )
-        hook_deadline = hook_started + 10
-        hook_stored = False
-        while time.monotonic() < hook_deadline:
-            with sqlite3.connect(app.state.evidence_store.database_path) as connection:
-                hook_stored = (
-                    connection.execute(
-                        "SELECT 1 FROM evidence WHERE source_id='workbuddy' AND verbatim=?",
-                        (hook_text,),
-                    ).fetchone()
-                    is not None
-                )
-            if hook_stored:
-                break
-            await asyncio.sleep(0.01)
-        result["hook_stored"] = hook_stored
+        result["hook_accepted"] = handed.status_code == 202
         result["hook_visible_ms"] = round((time.monotonic() - hook_started) * 1000, 1)
 
         during, during_unavailable, sampled_terminal = await _measure_recall_until(

memhub/apps/core/tests/test_architecture_layer_gate.py

@@ -104,9 +104,7 @@ SDK_PRIVATE_ATTRIBUTES = frozenset(
     }
 )
 SDK_PRIVATE_ACCESS_EXCEPTIONS = {
-    f"{PACKAGE_LABEL}/hy_graph_projection.py": frozenset(
-        {"_graph_store", "_loop_thread", "_run"}
-    ),
+    f"{PACKAGE_LABEL}/hy_graph_projection.py": frozenset({"_graph_store", "_loop_thread", "_run"}),
     # Startup migration runs while Runtime writers are stopped. It is the one
     # non-runtime path allowed to manipulate SDK storage directly so that
     # migration-only mechanics never become public HyMemoryClient methods.
@@ -266,9 +264,7 @@ def test_no_sdk_private_implementation_access() -> None:
             )
         }
         if used:
-            unexpected = used - SDK_PRIVATE_ACCESS_EXCEPTIONS.get(
-                relative, frozenset()
-            )
+            unexpected = used - SDK_PRIVATE_ACCESS_EXCEPTIONS.get(relative, frozenset())
             if unexpected:
                 offenders.append(f"{relative}: {sorted(unexpected)}")
     assert not offenders, (
@@ -291,9 +287,7 @@ def test_sdk_modules_import_only_the_public_package_root() -> None:
             ):
                 offenders.append(relative)
                 break
-            if isinstance(node, ast.ImportFrom) and (
-                node.module or ""
-            ).startswith("hy_memory."):
+            if isinstance(node, ast.ImportFrom) and (node.module or "").startswith("hy_memory."):
                 offenders.append(relative)
                 break
             if (

memhub/apps/core/tests/test_capture_deadline.py

@@ -131,3 +131,24 @@ def test_run_as_the_entry_it_ends_itself_while_still_importing(tmp_path) -> None
         _reap([process])
     assert process.returncode == -signal.SIGALRM
     assert time.monotonic() - started < 10
+
+
+def test_with_no_core_a_real_capture_exits_at_once_and_writes_nothing(tmp_path) -> None:
+    # The process a host actually starts: no Core is running for this home,
+    # so the turn is dropped. Nothing may fall back to writing the database.
+    data_dir = tmp_path / "data"
+    env = {
+        key: value for key, value in os.environ.items() if key != "ONE_MEMORY_CAPTURE_DEADLINE_S"
+    }
+    env.update(HOME=str(tmp_path), ONE_MEMORY_DATA_DIR=str(data_dir))
+    payload = b'{"hook_event_name": "UserPromptSubmit", "session_id": "s", "prompt": "hi"}'
+    result = subprocess.run(
+        [sys.executable, "-m", "one_memory.cli", "capture", "workbuddy"],
+        input=payload,
+        capture_output=True,
+        env=env,
+        timeout=60,
+        check=False,
+    )
+    assert (result.returncode, result.stdout, result.stderr) == (0, b"", b"")
+    assert not (data_dir / "one-memory.sqlite3").exists()

memhub/apps/core/tests/test_context_access.py

@@ -16,6 +16,8 @@ def database(tmp_path):
     path = tmp_path / "context.sqlite3"
     with closing(sqlite3.connect(path)) as db, db:
         db.execute("CREATE TABLE source_grants(user_id TEXT, source_id TEXT, revoked_at TEXT)")
+        db.execute("INSERT INTO source_grants VALUES('local','cursor',NULL)")
+        db.execute("INSERT INTO source_grants VALUES('local','codex',NULL)")
         db.execute("INSERT INTO source_grants VALUES('local','revoked','2026-09-19')")
         db.execute("INSERT INTO source_grants VALUES('other','cursor','2026-09-19')")
     return path
@@ -43,16 +45,14 @@ def test_memory_only_never_reads_raw_authority(database, monkeypatch):
     assert not result.raw_allowed and result.raw_sources == frozenset()
 
 
-def test_raw_permission_does_not_grant_memory_and_removes_revoked_sources(database):
-    result = resolve(
-        database, access(["om_conversations"], ["all-apps", "source:cursor", "source:revoked"])
-    )
-    assert result.raw_allowed and result.raw_sources == frozenset({"cursor"})
+def test_all_apps_raw_reads_every_connected_source_and_removes_revoked_sources(database):
+    result = resolve(database, access(["om_conversations"], ["all-apps", "source:cursor"]))
+    assert result.raw_allowed and result.raw_sources == frozenset({"cursor", "codex"})
     assert not result.memory_allowed
 
 
-@pytest.mark.parametrize("scopes", [["source:cursor"], ["all-apps"], []])
-def test_raw_requires_all_apps_and_source(database, scopes):
+@pytest.mark.parametrize("scopes", [["source:cursor"], []])
+def test_raw_requires_all_apps(database, scopes):
     with pytest.raises(HTTPException) as error:
         resolve(database, access(["om_conversations"], scopes))
     assert error.value.status_code == 403
@@ -80,9 +80,7 @@ def test_explicit_raw_filter_must_be_currently_authorized(database, source):
     with pytest.raises(HTTPException) as error:
         resolve(
             database,
-            access(
-                ["om_recall", "om_conversations"], ["all-apps", "source:cursor", "source:revoked"]
-            ),
+            access(["om_recall", "om_conversations"], ["all-apps"]),
             raw_source_ids=(source,),
         )
     assert error.value.status_code == 403
@@ -104,10 +102,19 @@ def test_filters_do_not_change_memory_scope(database):
     assert result.raw_sources == frozenset({"cursor"})
 
 
-def test_implicit_revoked_raw_path_can_be_reported_beside_allowed_memory(database):
+def test_explicit_raw_filter_accepts_any_connected_source_under_all_apps(database):
     result = resolve(
-        database, access(["om_recall", "om_conversations"], ["all-apps", "source:revoked"])
+        database,
+        access(["om_conversations"], ["all-apps", "source:cursor"]),
+        raw_source_ids=("codex",),
     )
+    assert result.raw_allowed and result.raw_sources == frozenset({"codex"})
+
+
+def test_no_connected_raw_source_can_be_reported_beside_allowed_memory(database):
+    with closing(sqlite3.connect(database)) as db, db:
+        db.execute("UPDATE source_grants SET revoked_at='2026-09-20' WHERE user_id='local'")
+    result = resolve(database, access(["om_recall", "om_conversations"], ["all-apps"]))
     assert result.memory_allowed and not result.raw_allowed
 
 
@@ -124,7 +131,7 @@ def test_expired_deadline_does_not_open_database(database, monkeypatch):
     with pytest.raises(TimeoutError):
         resolve_context_authority(
             ContextSearchRequest(query="x"),
-            access(["om_conversations"], ["all-apps", "source:cursor"]),
+            access(["om_conversations"], ["all-apps"]),
             database,
             deadline=time.monotonic() - 1,
         )

memhub/apps/core/tests/test_external_installation_permissions.py

@@ -53,8 +53,8 @@ def test_external_marker_is_not_an_installation_grant(tmp_path):
                 "/api/v2/memories/ask", json={"question": "history"}, headers=headers()
             )
             assert denied_tool.status_code == 403
-            # om_conversations reaches Core only as the v2 raw lane, and only
-            # with a source grant: all-apps alone opens no raw source.
+            # om_conversations reaches Core only as the v2 raw lane. all-apps
+            # has nothing to open because this fresh home has no connected source.
             no_raw = await client.post(
                 "/api/v2/context/search",
                 json={"query": "history", "kinds": ["raw"]},

memhub/apps/core/tests/test_health.py

@@ -150,7 +150,18 @@ def test_lifespan_content_backfill_failure_is_visible(tmp_path, monkeypatch) ->
 
     async def scenario() -> None:
         async with app.router.lifespan_context(app):
-            health = await _get_json(app, "/api/v1/health")
+            # The rebuild is released when post-ready recovery finishes, and
+            # recovery now resumes imports off the loop, so it can still be
+            # running at the first request.
+            for _ in range(500):
+                if app.state.recovery in {"done", "failed"}:
+                    break
+                await asyncio.sleep(0.01)
+            for _ in range(500):
+                health = await _get_json(app, "/api/v1/health")
+                if health["content_candidate_backfill"] != "running":
+                    break
+                await asyncio.sleep(0.01)
             assert health["content_candidate_backfill"] == "failed"
             assert health["content_candidate_backfill_failure"] == "database_locked"
 

memhub/apps/core/tests/test_import_api.py

@@ -34,10 +34,10 @@ def test_resume_during_cleanup_returns_conflict_without_internal_error(tmp_path,
             job = supervisor.job_store.create(user_id="local", source_id="fixture")
             supervisor.job_store.transition(job.job_id, ImportStatus.PAUSED)
 
-            def draining(_job_id):
+            async def draining(_job_id):
                 raise InvalidJobTransitionError("import_cleanup_in_progress")
 
-            monkeypatch.setattr(supervisor, "resume", draining)
+            monkeypatch.setattr(supervisor, "resume_off_loop", draining)
             response = await client.post(f"/api/v1/import-jobs/{job.job_id}/resume")
             assert response.status_code == 409
             assert response.json() == {"detail": "invalid_job_transition"}

memhub/apps/core/tests/test_import_job_retention.py

@@ -0,0 +1,383 @@
+"""`import_jobs` stays bounded, and the questions asked of it are SQL, not scans.
+
+Live sync opened a job per change it imported and nothing ever removed one, so
+the table only grew; every caller then read all of it and filtered in Python.
+These tests hold the three halves of the fix: what pruning keeps, that the
+filtered queries answer exactly what the old filters did, and that the indexes
+behind them arrive by migration.
+"""
+
+from __future__ import annotations
+
+import asyncio
+import random
+import sqlite3
+from datetime import UTC, datetime, timedelta
+
+import pytest
+from httpx import ASGITransport, AsyncClient
+from pydantic import SecretStr
+
+from one_memory.api import _prune_finished_import_jobs, create_app
+from one_memory.config import Settings
+from one_memory.imports.jobs import (
+    FINISHED_STATUSES,
+    SYNC_JOBS_KEPT_PER_SOURCE,
+    ImportJob,
+    ImportJobStore,
+    ImportStatus,
+)
+from one_memory.memory_server.migration_runner import SqliteMigrationStore, migrate
+from one_memory.memory_server.migrations import (
+    IMPORT_JOB_LOOKUP_INDEXES_MIGRATION_VERSION,
+    MIGRATIONS,
+)
+
+_BASE = datetime(2026, 1, 1, tzinfo=UTC)
+
+
+def _store(tmp_path) -> ImportJobStore:
+    return ImportJobStore(tmp_path / "one-memory.sqlite3")
+
+
+def _job(
+    store: ImportJobStore,
+    *,
+    user_id: str = "local",
+    source_id: str = "fixture",
+    operation: str = "sync",
+    status: ImportStatus = ImportStatus.COMPLETED,
+    minute: int,
+    issue: bool = False,
+) -> str:
+    """Insert one row as its terminal shape, at a chosen creation time."""
+    created = (_BASE + timedelta(minutes=minute)).isoformat()
+    job_id = f"{source_id}-{user_id}-{operation}-{minute:05d}"
+    with store._connect(writing=True) as connection:
+        connection.execute(
+            "INSERT INTO import_jobs (job_id,user_id,source_id,status,created_at,updated_at,"
+            "operation) VALUES (?,?,?,?,?,?,?)",
+            (job_id, user_id, source_id, status, created, created, operation),
+        )
+        if issue:
+            connection.execute(
+                "INSERT INTO import_issues (job_id,kind,conversation_id,reason,created_at) "
+                "VALUES (?,'error',NULL,'synthetic_reason',?)",
+                (job_id, created),
+            )
+            connection.execute(
+                "INSERT INTO import_skip_reason_counts (job_id,reason,count) VALUES (?,'r',1)",
+                (job_id,),
+            )
+    return job_id
+
+
+def _ids(store: ImportJobStore, **filters) -> list[str]:
+    return [job.job_id for job in store.find_jobs(**filters)]
+
+
+def _count(store: ImportJobStore, table: str, job_id: str) -> int:
+    with store._connect() as connection:
+        return int(
+            connection.execute(
+                f"SELECT COUNT(*) FROM {table} WHERE job_id=?", (job_id,)
+            ).fetchone()[0]
+        )
+
+
+def test_pruning_keeps_the_newest_finished_syncs_of_every_source(tmp_path) -> None:
+    store = _store(tmp_path)
+    keep = 5
+    for source in ("alpha", "beta"):
+        for minute in range(12):
+            status = ImportStatus.CANCELLED if minute % 4 == 0 else ImportStatus.COMPLETED
+            _job(store, source_id=source, minute=minute, status=status, issue=True)
+    # A source with fewer than `keep` keeps all of them.
+    for minute in range(3):
+        _job(store, source_id="gamma", minute=minute)
+    # Never pruned: the active sync, history of any state, another user's lane.
+    running = _job(store, source_id="alpha", minute=1000, status=ImportStatus.RUNNING)
+    failed_history = _job(
+        store, source_id="alpha", operation="history", minute=2, status=ImportStatus.FAILED
+    )
+    histories = [
+        _job(store, source_id="alpha", operation="history", minute=100 + minute)
+        for minute in range(10)
+    ]
+    other_user = [_job(store, user_id="other", source_id="alpha", minute=m) for m in range(8)]
+
+    removed = store.prune_finished_sync_jobs(keep=keep)
+
+    assert removed == (12 - keep) * 2 + (8 - keep)
+    for source in ("alpha", "beta"):
+        finished = _ids(
+            store, user_id="local", source_id=source, operation="sync", statuses=FINISHED_STATUSES
+        )
+        assert finished == [f"{source}-local-sync-{m:05d}" for m in range(12 - keep, 12)]
+        # Their issues and skip counts went with them; the kept ones still have theirs.
+        assert _count(store, "import_issues", f"{source}-local-sync-00000") == 0
+        assert _count(store, "import_skip_reason_counts", f"{source}-local-sync-00000") == 0
+        assert _count(store, "import_issues", f"{source}-local-sync-00011") == 1
+    assert len(_ids(store, source_id="gamma")) == 3
+    assert store.require(running).status is ImportStatus.RUNNING
+    assert store.require(failed_history).status is ImportStatus.FAILED
+    assert all(store.get(job_id) is not None for job_id in histories)
+    assert _ids(store, user_id="other") == other_user[-keep:]
+    # The newest job of every lane, which the App and live sync health show,
+    # is always kept.
+    assert store.latest_job(user_id="local", source_id="beta").job_id == "beta-local-sync-00011"
+
+    before = _ids(store)
+    assert store.prune_finished_sync_jobs(keep=keep) == 0
+    assert _ids(store) == before
+
+
+def test_pruning_is_bounded_per_call_and_finishes_when_repeated(tmp_path) -> None:
+    store = _store(tmp_path)
+    for minute in range(60):
+        _job(store, minute=minute)
+
+    passes = []
+    while True:
+        removed = store.prune_finished_sync_jobs(keep=10, max_rows=15)
+        passes.append(removed)
+        if removed < 15:
+            break
+
+    assert passes == [15, 15, 15, 5]
+    assert len(_ids(store)) == 10
+
+
+def test_the_default_keep_count_is_twenty(tmp_path) -> None:
+    store = _store(tmp_path)
+    for minute in range(SYNC_JOBS_KEPT_PER_SOURCE + 7):
+        _job(store, minute=minute)
+    assert store.prune_finished_sync_jobs() == 7
+    assert len(_ids(store)) == SYNC_JOBS_KEPT_PER_SOURCE == 20
+
+
+def test_startup_pruning_runs_to_completion_off_the_loop(tmp_path) -> None:
+    store = _store(tmp_path)
+    for minute in range(500):
+        _job(store, minute=minute)
+
+    async def scenario() -> None:
+        task = asyncio.create_task(_prune_finished_import_jobs(store, interval_seconds=3600))
+        for _ in range(500):
+            await asyncio.sleep(0.01)
+            if len(await asyncio.to_thread(_ids, store)) == SYNC_JOBS_KEPT_PER_SOURCE:
+                break
+        task.cancel()
+        with pytest.raises(asyncio.CancelledError):
+            await task
+
+    asyncio.run(scenario())
+    assert len(_ids(store)) == SYNC_JOBS_KEPT_PER_SOURCE
+
+
+def test_filtered_queries_answer_what_the_python_filters_did(tmp_path) -> None:
+    store = _store(tmp_path)
+    rng = random.Random(7)
+    lanes = [(user, source) for user in ("local", "other") for source in ("a", "b", "c")]
+    for minute in range(240):
+        user, source = rng.choice(lanes)
+        _job(
+            store,
+            user_id=user,
+            source_id=source,
+            operation=rng.choice(("sync", "history")),
+            # Only terminal shapes: the active-slot index allows one active job per lane.
+            status=rng.choice(FINISHED_STATUSES),
+            minute=minute,
+        )
+    everything: list[ImportJob] = store.list_jobs()
+    assert len(everything) == 240
+
+    status_sets = [
+        None,
+        (ImportStatus.COMPLETED,),
+        (ImportStatus.CANCELLED, ImportStatus.COMPLETED),
+        (ImportStatus.RUNNING,),
+    ]
+    for user_id in (None, "local", "other"):
+        for source_id in (None, "a", "c"):
+            for operation in (None, "sync", "history"):
+                for statuses in status_sets:
+                    expected = [
+                        job
+                        for job in everything
+                        if (user_id is None or job.user_id == user_id)
+                        and (source_id is None or job.source_id == source_id)
+                        and (operation is None or job.operation == operation)
+                        and (statuses is None or job.status in statuses)
+                    ]
+                    found = store.find_jobs(
+                        user_id=user_id,
+                        source_id=source_id,
+                        operation=operation,
+                        statuses=statuses,
+                    )
+                    assert found == expected
+                    newest = store.find_jobs(
+                        user_id=user_id,
+                        source_id=source_id,
+                        operation=operation,
+                        statuses=statuses,
+                        newest_first=True,
+                        limit=1,
+                    )
+                    assert newest == (
+                        [max(expected, key=lambda job: (job.created_at, job.job_id))]
+                        if expected
+                        else []
+                    )
+    for status in ImportStatus:
+        assert store.list_jobs(status=status) == [job for job in everything if job.status is status]
+    assert store.find_jobs(statuses=()) == []
+
+
+def test_the_lookup_indexes_arrive_by_migration_and_serve_the_lane_query(tmp_path) -> None:
+    path = tmp_path / "one-memory.sqlite3"
+    older = tuple(
+        item for item in MIGRATIONS if item.version < IMPORT_JOB_LOOKUP_INDEXES_MIGRATION_VERSION
+    )
+    asyncio.run(migrate(SqliteMigrationStore(path), older))
+    with sqlite3.connect(path) as database:
+        before = {
+            row[0] for row in database.execute("SELECT name FROM sqlite_master WHERE type='index'")
+        }
+    assert "import_jobs_lane" not in before
+
+    result = asyncio.run(migrate(SqliteMigrationStore(path), MIGRATIONS))
+
+    assert result.applied == (IMPORT_JOB_LOOKUP_INDEXES_MIGRATION_VERSION,)
+    with sqlite3.connect(path) as database:
+        indexes = {
+            row[0] for row in database.execute("SELECT name FROM sqlite_master WHERE type='index'")
+        }
+        plan = " ".join(
+            str(row[-1])
+            for row in database.execute(
+                "EXPLAIN QUERY PLAN SELECT * FROM import_jobs "
+                "WHERE user_id=? AND source_id=? AND operation=? AND status IN (?,?) "
+                "ORDER BY created_at DESC LIMIT 1",
+                ("local", "fixture", "sync", "pending", "running"),
+            )
+        )
+    assert {"import_jobs_lane", "import_jobs_status"} <= indexes
+    assert "import_jobs_lane" in plan
+    # Re-running it is a no-op, and a store opened on the database agrees.
+    asyncio.run(migrate(SqliteMigrationStore(path), MIGRATIONS))
+    ImportJobStore(path)
+
+
+def test_a_running_home_gets_the_indexes_from_the_store(tmp_path) -> None:
+    path = tmp_path / "one-memory.sqlite3"
+    ImportJobStore(path)
+    with sqlite3.connect(path) as database:
+        database.execute("DROP INDEX import_jobs_lane")
+        database.execute("DROP INDEX import_jobs_status")
+    ImportJobStore(path)
+    with sqlite3.connect(path) as database:
+        indexes = {
+            row[0] for row in database.execute("SELECT name FROM sqlite_master WHERE type='index'")
+        }
+    assert {"import_jobs_lane", "import_jobs_status"} <= indexes
+
+
+def test_the_mysql_rendering_tolerates_an_index_already_there() -> None:
+    class Cursor:
+        dialect = "mysql"
+
+        def __init__(self) -> None:
+            self.attempted: list[str] = []
+
+        async def execute(self, statement: str) -> None:
+            self.attempted.append(statement)
+            raise RuntimeError(1061, "duplicate key name")
+
+    cursor = Cursor()
+    migration = next(
+        item for item in MIGRATIONS if item.version == IMPORT_JOB_LOOKUP_INDEXES_MIGRATION_VERSION
+    )
+    asyncio.run(migration.apply(cursor))
+    assert cursor.attempted and "import_jobs" in cursor.attempted[0]
+
+
+def test_the_import_jobs_route_keeps_its_shape_and_order(tmp_path) -> None:
+    async def scenario() -> None:
+        app = create_app(
+            Settings(
+                data_dir=tmp_path / "data",
+                source_home=tmp_path / "home",
+                api_token=SecretStr("synthetic"),
+                automatic_memory_processing=False,
+                live_sync_enabled=False,
+            )
+        )
+        async with (
+            app.router.lifespan_context(app),
+            AsyncClient(
+                transport=ASGITransport(app=app),
+                base_url="http://test",
+                headers={"Authorization": "Bearer synthetic"},
+            ) as client,
+        ):
+            store: ImportJobStore = app.state.import_job_store
+            for minute in (3, 1, 2):
+                _job(store, source_id="fixture", minute=minute)
+            _job(store, source_id="fixture", operation="history", minute=0)
+            _job(store, user_id="other", source_id="hermes", minute=4)
+
+            response = await client.get("/api/v1/import-jobs")
+            other = await client.get("/api/v1/import-jobs", params={"user_id": "other"})
+
+            assert response.status_code == 200
+            body = response.json()
+            expected = [job for job in store.list_jobs() if job.user_id == "local"]
+            assert [item["job_id"] for item in body] == [job.job_id for job in expected]
+            assert [item["created_at"] for item in body] == sorted(
+                item["created_at"] for item in body
+            )
+            assert set(body[0]) == set(ImportJob.model_fields)
+            assert [item["user_id"] for item in other.json()] == ["other"]
+
+    asyncio.run(scenario())
+
+
+def test_memory_processing_reports_the_write_drain(tmp_path) -> None:
+    async def scenario() -> None:
+        app = create_app(
+            Settings(
+                data_dir=tmp_path / "data",
+                source_home=tmp_path / "home",
+                api_token=SecretStr("synthetic"),
+                automatic_memory_processing=False,
+                live_sync_enabled=False,
+            )
+        )
+        async with (
+            app.router.lifespan_context(app),
+            AsyncClient(
+                transport=ASGITransport(app=app),
+                base_url="http://test",
+                headers={"Authorization": "Bearer synthetic"},
+            ) as client,
+        ):
+            for _ in range(500):
+                if app.state.recovery in {"done", "failed"}:
+                    break
+                await asyncio.sleep(0.01)
+            body = (await client.get("/api/v1/memory-processing")).json()
+            assert body["write_drain"] == "running"
+            assert body["write_drain_error"] is None
+
+            drain = app.state.memory_write_drain
+            drain.liveness = "restarting"
+            drain.last_error_code = "operational_error"
+            body = (await client.get("/api/v1/memory-processing")).json()
+            assert body["write_drain"] == "restarting"
+            assert body["write_drain_error"] == "operational_error"
+            drain.liveness = "running"
+
+    asyncio.run(scenario())

memhub/apps/core/tests/test_import_supervisor.py

@@ -415,15 +415,15 @@ def test_shutdown_preserves_a_job_that_finished_after_the_running_snapshot(
         task = asyncio.create_task(waiting())
         supervisor._tasks[job.job_id] = task
         await asyncio.sleep(0)
-        original = jobs.list_jobs
+        original = jobs.find_jobs
 
         def finish_after_snapshot(*args, **kwargs):
             found = original(*args, **kwargs)
-            if kwargs.get("status") is ImportStatus.RUNNING:
+            if tuple(kwargs.get("statuses") or ()) == (ImportStatus.RUNNING,):
                 jobs.finish_owned(job.job_id, runner_token=token, target=terminal)
             return found
 
-        monkeypatch.setattr(jobs, "list_jobs", finish_after_snapshot)
+        monkeypatch.setattr(jobs, "find_jobs", finish_after_snapshot)
         try:
             await supervisor.shutdown()
             assert jobs.require(job.job_id).status is terminal
@@ -433,3 +433,45 @@ def test_shutdown_preserves_a_job_that_finished_after_the_running_snapshot(
             await asyncio.gather(task, return_exceptions=True)
 
     asyncio.run(scenario())
+
+
+def test_abandon_makes_its_database_calls_off_the_event_loop(tmp_path, monkeypatch) -> None:
+    """Live sync abandons from its poll; a writer wait there froze the whole Core."""
+    import threading
+
+    async def scenario() -> None:
+        evidence, jobs = stores(tmp_path)
+        supervisor = ImportSupervisor(adapters={}, evidence_store=evidence, job_store=jobs)
+        job = jobs.create(user_id="local", source_id="fixture", operation="sync")
+        job, _token = jobs.claim(job.job_id)
+        loop_thread = threading.current_thread()
+        calls: list[tuple[str, threading.Thread]] = []
+        for name in ("require", "interrupt_running"):
+            original = getattr(jobs, name)
+
+            def recorded(*args, _name=name, _original=original, **kwargs):
+                calls.append((_name, threading.current_thread()))
+                return _original(*args, **kwargs)
+
+            monkeypatch.setattr(jobs, name, recorded)
+
+        async def wedged() -> None:
+            # Ignores the first cancel, like a runner stuck in a thread.
+            try:
+                await asyncio.Event().wait()
+            except asyncio.CancelledError:
+                await asyncio.sleep(0.2)
+
+        task = asyncio.create_task(wedged())
+        supervisor._tasks[job.job_id] = task
+        await asyncio.sleep(0)
+        try:
+            assert await supervisor.abandon(job.job_id, timeout=0.01) is False
+        finally:
+            await asyncio.gather(task, return_exceptions=True)
+
+        assert {name for name, _thread in calls} == {"require", "interrupt_running"}
+        assert all(thread is not loop_thread for _name, thread in calls)
+        assert jobs.require(job.job_id).status is ImportStatus.INTERRUPTED
+
+    asyncio.run(scenario())

memhub/apps/core/tests/test_live_watch.py

@@ -293,6 +293,9 @@ def test_health_states_that_watching_is_layered_on_the_timer(tmp_path: Path) ->
 
         assert live.health(PI_DESCRIPTOR.source_id).mode == "watch_and_polling"
         assert live.health("unknown-source").mode == "watch_and_polling"
+        live.set_watched_sources((PI_DESCRIPTOR.source_id,))
+        assert live._poll_interval(PI_DESCRIPTOR.source_id) == max(live.interval_seconds, 15 * 60)
+        assert live._poll_interval("unknown-source") == live.interval_seconds
         await imports.shutdown()
 
     asyncio.run(scenario())
@@ -641,3 +644,32 @@ def _job(*, created_at: datetime) -> ImportJob:
         created_at=created_at,
         updated_at=datetime.now(UTC),
     )
+
+
+def test_attributing_changed_paths_happens_off_the_event_loop(tmp_path: Path, monkeypatch) -> None:
+    """Resolving a host's batch of changed paths blocked the loop for seconds."""
+    import threading
+
+    async def scenario() -> None:
+        root, (_evidence, live, imports) = _source(tmp_path)
+        watch = FileWatchLiveSync(
+            roots={PI_DESCRIPTOR.source_id: root},
+            supervisor=live,
+            debounce_seconds=0.1,
+            min_interval_seconds=0.1,
+        )
+        loop_thread = threading.current_thread()
+        resolved_on: list[threading.Thread] = []
+        original = watch.source_for
+
+        def recorded(path: Path) -> str | None:
+            resolved_on.append(threading.current_thread())
+            return original(path)
+
+        monkeypatch.setattr(watch, "source_for", recorded)
+
+        assert await watch.handle_changes({tmp_path / "elsewhere/session.jsonl"}) == ()
+        assert resolved_on and loop_thread not in resolved_on
+        await imports.shutdown()
+
+    asyncio.run(scenario())

memhub/apps/core/tests/test_main_database_access.py

@@ -318,9 +318,31 @@ def test_main_database_checkpoints_on_a_write_cadence(tmp_path, monkeypatch):
     with database.write() as db, db:
         db.execute("UPDATE counter SET value = 2 WHERE id = 1")
 
+    assert _access.wait_for_cadence_checkpoints()
     assert checkpoints and checkpoints[0][0] == "PASSIVE"
 
 
+def test_the_cadence_checkpoint_does_not_run_on_the_writing_thread(tmp_path, monkeypatch):
+    """The thread that wrote returns at once; the checkpointer takes the next turn."""
+    path = _database(tmp_path)
+    database = main_database(path)
+    ran_on = []
+    original = database._checkpoint_from_maintenance
+
+    def observed(mode):
+        ran_on.append(threading.current_thread().name)
+        return original(mode)
+
+    monkeypatch.setattr(database, "_checkpoint_from_maintenance", observed)
+    monkeypatch.setattr(_access, "MAIN_DATABASE_CHECKPOINT_WRITE_INTERVAL", 1)
+
+    with database.write() as db, db:
+        db.execute("UPDATE counter SET value = 1 WHERE id = 1")
+
+    assert _access.wait_for_cadence_checkpoints()
+    assert ran_on == ["one-memory-checkpoint"]
+
+
 def test_main_database_warns_when_wal_stays_above_the_high_water_mark(
     tmp_path, monkeypatch, caplog
 ):
@@ -332,6 +354,7 @@ def test_main_database_warns_when_wal_stays_above_the_high_water_mark(
 
     with database.write() as db, db:
         db.execute("UPDATE counter SET value = 1 WHERE id = 1")
+    assert _access.wait_for_cadence_checkpoints()
 
     assert any("main_database_wal_high" in record.message for record in caplog.records)
 
@@ -349,6 +372,7 @@ def test_a_wal_whose_frames_are_all_checkpointed_is_not_reported_high(
 
     with database.write() as db, db:
         db.execute("UPDATE counter SET value = 1 WHERE id = 1")
+    assert _access.wait_for_cadence_checkpoints()
 
     assert database._wal_bytes() > 0
     assert not any("main_database_wal_high" in record.message for record in caplog.records)

memhub/apps/core/tests/test_memory_server_durable_queue.py

@@ -5528,3 +5528,190 @@ def test_a_disabled_source_suspends_its_jobs_and_enabling_it_resumes_them(tmp_pa
     assert runtime.status_counts() == {PENDING: 3, COMPLETED: 1}
     assert runtime.queue_depths().fresh == 3
     assert len(drain.claim(limit=10)) == 1
+
+
+def test_a_claim_path_error_restarts_the_drain_and_later_jobs_still_run(
+    tmp_path, monkeypatch
+) -> None:
+    """An unexpected SQLite error on the claim path used to end the drain for good."""
+    from one_memory.memory_server import durable_queue as _queue_module
+
+    queue = DurableWriteQueue(tmp_path / "one-memory.sqlite3")
+    queue.submit(_request(key="later", source="cursor"))
+    reported: list[tuple[str, BaseException]] = []
+    monkeypatch.setattr(
+        _queue_module,
+        "report_exception",
+        lambda component, event, error, **_kwargs: reported.append((event, error)),
+    )
+
+    async def execute(job_id: str) -> None:
+        queue.settle(job_id, state=COMPLETED)
+        drain.stop()
+
+    drain = DurableWriteDrain(queue, execute=execute, max_concurrent_sources=1)
+    real_claim = drain.claim
+    calls = {"claim": 0}
+
+    def failing_once(**kwargs):
+        calls["claim"] += 1
+        if calls["claim"] == 1:
+            raise sqlite3.OperationalError("disk I/O error")
+        return real_claim(**kwargs)
+
+    monkeypatch.setattr(drain, "claim", failing_once)
+    first_owner = drain.owner
+
+    asyncio.run(
+        asyncio.wait_for(
+            drain.run_supervised(idle_pause=0.005, restart_backoff=0.01, max_restart_backoff=0.05),
+            2,
+        )
+    )
+
+    assert queue.get("later").state == COMPLETED
+    assert drain.restarts == 1
+    assert drain.last_error_code == "operational_error"
+    assert drain.liveness == "stopped"
+    # A restarted drain leases under a new name: nothing the old one left in a
+    # pool thread can renew or settle as it.
+    assert drain.owner != first_owner
+    assert [event for event, _error in reported] == ["memory.write_queue.drain_exited"]
+    assert reported[0][1].__traceback__ is not None
+
+
+def test_a_claim_gate_exception_restarts_the_drain(tmp_path, monkeypatch) -> None:
+    from one_memory.memory_server import durable_queue as _queue_module
+
+    monkeypatch.setattr(_queue_module, "report_exception", lambda *_args, **_kwargs: None)
+    queue = DurableWriteQueue(tmp_path / "one-memory.sqlite3")
+    queue.submit(_request(key="gated", source="cursor"))
+    asked = {"count": 0}
+
+    def gate(_source_key: str) -> bool:
+        asked["count"] += 1
+        if asked["count"] == 1:
+            raise KeyError("gate bug")
+        return True
+
+    async def execute(job_id: str) -> None:
+        queue.settle(job_id, state=COMPLETED)
+        drain.stop()
+
+    drain = DurableWriteDrain(queue, execute=execute, source_claim_enabled=gate)
+
+    asyncio.run(asyncio.wait_for(drain.run_supervised(idle_pause=0.005, restart_backoff=0.01), 2))
+
+    assert queue.get("gated").state == COMPLETED
+    assert drain.last_error_code == "key_error"
+
+
+def test_stop_ends_a_restart_backoff_at_once(tmp_path, monkeypatch) -> None:
+    from one_memory.memory_server import durable_queue as _queue_module
+
+    monkeypatch.setattr(_queue_module, "report_exception", lambda *_args, **_kwargs: None)
+    queue = DurableWriteQueue(tmp_path / "one-memory.sqlite3")
+    drain = DurableWriteDrain(queue, execute=_never_execute)
+
+    def broken(**_kwargs):
+        raise sqlite3.DatabaseError("database disk image is malformed")
+
+    monkeypatch.setattr(drain, "claim", broken)
+
+    async def scenario() -> None:
+        task = asyncio.create_task(drain.run_supervised(restart_backoff=30))
+        for _ in range(200):
+            if drain.liveness == "restarting":
+                break
+            await asyncio.sleep(0.005)
+        assert drain.liveness == "restarting"
+        drain.stop()
+        await asyncio.wait_for(task, 1)
+
+    asyncio.run(scenario())
+    assert drain.liveness == "stopped"
+    assert drain.last_error_code == "database_error"
+
+
+def test_a_cancelled_supervised_drain_stays_cancelled(tmp_path) -> None:
+    queue = DurableWriteQueue(tmp_path / "one-memory.sqlite3")
+    drain = DurableWriteDrain(queue, execute=_never_execute)
+
+    async def scenario() -> None:
+        task = asyncio.create_task(drain.run_supervised(idle_pause=0.005))
+        await asyncio.sleep(0.05)
+        task.cancel()
+        with pytest.raises(asyncio.CancelledError):
+            await task
+
+    asyncio.run(scenario())
+    assert drain.liveness == "stopped"
+    assert drain.restarts == 0
+
+
+def test_a_contained_job_task_failure_is_reported_with_its_stack(tmp_path, monkeypatch) -> None:
+    from one_memory.memory_server import durable_queue as _queue_module
+
+    reported: list[tuple[str, BaseException]] = []
+    monkeypatch.setattr(
+        _queue_module,
+        "report_exception",
+        lambda component, event, error, **_kwargs: reported.append((event, error)),
+    )
+    queue = DurableWriteQueue(tmp_path / "one-memory.sqlite3")
+    first = queue.submit(_request(key="first", source="cursor"))
+    queue.submit(_request(key="second", source="codex"))
+
+    async def run_job(job_id: str) -> None:
+        if job_id == first.job_id:
+            raise RuntimeError("systematic job task bug")
+        drain.stop()
+
+    drain = DurableWriteDrain(queue, execute=_never_execute, max_concurrent_sources=1)
+    monkeypatch.setattr(drain, "_run_claimed_job", run_job)
+
+    asyncio.run(asyncio.wait_for(drain.run_forever(idle_pause=0.005), 1))
+
+    assert [event for event, _error in reported] == ["memory.write_queue.job_task_failed"]
+    assert reported[0][1].__traceback__ is not None
+
+
+def test_a_lease_is_renewed_while_every_bulk_thread_is_blocked(tmp_path) -> None:
+    """The incident: bulk threads stuck in job listings starved lease renewal."""
+    from one_memory.background_work import BULK_WORKERS, bulk_pool, shutdown_bulk_pool
+
+    queue = DurableWriteQueue(tmp_path / "one-memory.sqlite3")
+    queue.submit(_request(key="slow", source="cursor"))
+    release = threading.Event()
+    blocked = [bulk_pool().submit(release.wait, 10) for _ in range(BULK_WORKERS * 2)]
+    renewed: list[bool] = []
+
+    async def execute(job_id: str) -> None:
+        # Longer than the lease: only renewals keep it.
+        await asyncio.sleep(0.8)
+        queue.settle(job_id, state=COMPLETED, owner=drain.owner)
+
+    drain = DurableWriteDrain(
+        queue,
+        execute=execute,
+        lease=timedelta(milliseconds=400),
+        renew_every=timedelta(milliseconds=50),
+    )
+    real_renew = drain.renew
+
+    def counted(job_id: str, **kwargs) -> bool:
+        result = real_renew(job_id, **kwargs)
+        renewed.append(result)
+        return result
+
+    drain.renew = counted  # type: ignore[method-assign]
+    try:
+        assert asyncio.run(asyncio.wait_for(drain.run_one(), 3)) == 1
+    finally:
+        release.set()
+        for future in blocked:
+            future.result(timeout=5)
+        shutdown_bulk_pool()
+
+    assert renewed and all(renewed)
+    assert queue.get("slow").state == COMPLETED

memhub/apps/core/tests/test_model_probe_operations.py

@@ -91,6 +91,51 @@ def test_reserved_before_transport_and_atomic_result_reopens_without_resending(e
     asyncio.run(scenario())
 
 
+def test_pre_dispatch_failure_marks_operation_failed_and_unfences(env, monkeypatch):
+    store, secrets, profile, ops, calls, respond = env
+    operation = str(uuid4())
+
+    def fail_require(*args, **kwargs):
+        raise RuntimeError("profile load failed")
+
+    prober = ModelProber(store=store, secrets=secrets, transport=httpx.MockTransport(respond))
+    with monkeypatch.context() as patch:
+        patch.setattr(store, "require", fail_require)
+        receipt = asyncio.run(
+            prober.probe(
+                profile.profile_id,
+                operation_id=operation,
+                expected_profile_revision=profile.revision,
+            )
+        )
+
+    assert receipt.state == "failed"
+    assert receipt.code == "model_probe_execution_failed"
+    assert receipt.result is None
+    assert calls == []
+    assert ops.lookup(operation) == receipt
+    assert (
+        asyncio.run(
+            prober.probe(
+                profile.profile_id,
+                operation_id=operation,
+                expected_profile_revision=profile.revision,
+            )
+        )
+        == receipt
+    )
+
+    completed = asyncio.run(
+        prober.probe(
+            profile.profile_id,
+            operation_id=str(uuid4()),
+            expected_profile_revision=profile.revision,
+        )
+    )
+    assert completed.state == "completed"
+    assert len(calls) == 3
+
+
 def test_same_id_and_same_profile_concurrency_refused_before_second_call(env):
     store, secrets, profile, ops, calls, respond = env
 

memhub/apps/core/tests/test_onboarding_profile.py

@@ -149,6 +149,13 @@ def test_progress_patch_and_put_round_trip_only_resumable_choices(tmp_path: Path
             assert replaced.json()["model_profile_id"] == profile_id
             assert (await client.get("/api/v1/onboarding")).json() == replaced.json()
 
+            ultra = await client.put(
+                "/api/v1/onboarding/progress",
+                json={"mode_intent": "ultra", "setup_step": "model"},
+            )
+            assert ultra.status_code == 200
+            assert ultra.json()["mode_intent"] == "ultra"
+
     asyncio.run(scenario())
 
 
@@ -166,7 +173,7 @@ def test_progress_rejects_unknown_or_invalid_fields(tmp_path: Path) -> None:
             )
             invalid_mode = await client.patch(
                 "/api/v1/onboarding/progress",
-                json={"mode_intent": "ultra"},
+                json={"mode_intent": "future"},
             )
 
             assert secret.status_code == 422

memhub/apps/core/tests/test_pinned_sdk_raw_search.py

@@ -0,0 +1,237 @@
+"""MemHub's raw search against the hy-memory wheel it pins, not the repo source.
+
+The suite's pythonpath puts the repository root first, so `import hy_memory`
+in a test reads the repo's `hy_memory/`, which can be ahead of the pinned
+release. Search kwargs the release does not accept then pass every test and
+fail every raw search in a packaged build (a `statuses` argument did exactly
+that against 2.0.13). These tests run in a child interpreter started with
+`-I`, so `hy_memory` resolves to the wheel installed in the Core venv, and
+drive the real routes over a real lite SDK client with a deterministic local
+embedder (no model, no network, no ONNX assets).
+"""
+
+from __future__ import annotations
+
+import json
+import os
+import subprocess
+import sys
+import textwrap
+
+import pytest
+
+from tests.test_sdk_api_surface import SDK_SEARCH_PARAMETERS
+
+pytestmark = pytest.mark.integration
+
+_CHILD = textwrap.dedent(
+    r'''
+    import asyncio
+    import hashlib
+    import inspect
+    import json
+    import math
+    import re
+    import sys
+    from importlib.metadata import version
+    from pathlib import Path
+
+    import hy_memory
+    from hy_memory import HyMemoryClient
+
+    from one_memory.hy_runtime_config import HY_MEMORY_VERSION
+
+    home = Path(sys.argv[1])
+    wheel = Path(hy_memory.__file__).resolve()
+    assert "site-packages" in wheel.parts, f"not the installed wheel: {wheel}"
+    assert version("hy-memory") == HY_MEMORY_VERSION, version("hy-memory")
+    parameters = sorted(
+        name
+        for name, parameter in inspect.signature(HyMemoryClient.search).parameters.items()
+        if name not in {"self", "query"} and parameter.kind is not inspect.Parameter.VAR_KEYWORD
+    )
+    var_keyword = any(
+        parameter.kind is inspect.Parameter.VAR_KEYWORD
+        for parameter in inspect.signature(HyMemoryClient.search).parameters.values()
+    )
+
+    from httpx import ASGITransport, AsyncClient
+    from pydantic import SecretStr
+
+    import one_memory.api as api
+    from one_memory.api import create_app
+    from one_memory.config import Settings
+    from one_memory.embedding_assets import BUILTIN_EMBEDDING_DIMENSIONS
+    from one_memory.hy_sdk_runtime import (
+        LocalOnnxEmbeddingService,
+        SdkClientHandle,
+        builtin_retrieval_snapshot,
+    )
+    from one_memory.secrets import InMemorySecretStore
+
+    WORD = re.compile(r"\w+")
+
+    class HashedEmbedder:
+        """Bag of words and CJK bigrams, hashed: texts sharing words are near."""
+
+        dimensions = BUILTIN_EMBEDDING_DIMENSIONS
+
+        def encode(self, texts):
+            vectors = []
+            for text in texts:
+                vector = [0.0] * self.dimensions
+                for word in WORD.findall(text.casefold()):
+                    grams = [word]
+                    if not word.isascii():
+                        grams += [word[i : i + 2] for i in range(len(word) - 1)]
+                    for gram in grams:
+                        digest = hashlib.sha256(gram.encode()).digest()
+                        vector[int.from_bytes(digest[:4], "big") % self.dimensions] += 1.0
+                norm = math.sqrt(sum(value * value for value in vector)) or 1.0
+                vectors.append([value / norm for value in vector])
+            return vectors
+
+    LocalOnnxEmbeddingService._embedder = HashedEmbedder()
+
+    async def lite_has_no_model(_app):
+        return False
+
+    api._recall_model_ready = lite_has_no_model
+
+    async def main():
+        settings = Settings(
+            data_dir=home / "data",
+            source_home=home,
+            api_token=SecretStr("pinned-sdk"),
+            imports_enabled=False,
+            automatic_memory_processing=False,
+            live_sync_enabled=False,
+        )
+        app = create_app(settings, secret_store=InMemorySecretStore())
+        app.state.memory_mode = lambda: "lite"
+        handle = SdkClientHandle(
+            builtin_retrieval_snapshot(),
+            api_key=None,
+            data_dir=home / "data",
+            mode="lite",
+        )
+        result = {"parameters": parameters, "var_keyword": var_keyword}
+        async with app.router.lifespan_context(app):
+            app.state.sdk_client_handle = handle
+            client = await handle.client()
+            for session, messages in (
+                (
+                    "s-hike",
+                    [
+                        ("user", "我叫小林"),
+                        ("assistant", "你好小林"),
+                        ("user", "I love hiking mountain trails at dawn"),
+                        ("assistant", "Noted, early hikes."),
+                    ],
+                ),
+                (
+                    "s-tea",
+                    [
+                        ("user", "my favourite drink is green tea"),
+                        ("assistant", "Green tea, noted."),
+                    ],
+                ),
+            ):
+                written = client.add(
+                    [{"role": role, "content": content} for role, content in messages],
+                    user_id="local",
+                    source="hermes",
+                    session_id=session,
+                )
+                assert written.get("success", True), written
+            listed = client.list_memories(user_id="local", layers=["l1_raw"], limit=10)
+            rows = listed.get("vdb", listed)["memories"]
+            tea = next(row for row in rows if "green tea" in row["content"])
+            # What pro leaves behind: the raw it already processed is shadow.
+            client._loop_thread.run(
+                client._vector_store.update_payload(tea["memory_id"], {"status": "shadow"})
+            )
+            async with AsyncClient(
+                transport=ASGITransport(app=app),
+                base_url="http://test",
+                headers={"Authorization": "Bearer pinned-sdk"},
+            ) as http:
+                for name, body in (
+                    ("hike_turn", {"query": "hiking trails mountain", "raw_unit": "turn"}),
+                    ("tea_turn", {"query": "favourite green tea drink", "raw_unit": "turn"}),
+                    ("tea_raw", {"query": "favourite green tea drink"}),
+                ):
+                    response = await http.post(
+                        "/api/v2/context/search", json={"kinds": ["raw"], "limit": 5, **body}
+                    )
+                    result[name] = {"status": response.status_code, "body": response.json()}
+                response = await http.post(
+                    "/api/v1/recall", json={"query": "favourite green tea drink"}
+                )
+                result["recall"] = {"status": response.status_code, "body": response.json()}
+        await handle.close()
+        print("RESULT " + json.dumps(result, ensure_ascii=False))
+
+    asyncio.run(main())
+    '''
+)
+
+
+@pytest.fixture(scope="module")
+def pinned(tmp_path_factory) -> dict:
+    root = tmp_path_factory.mktemp("pinned-sdk")
+    script = root / "scripts" / "child.py"
+    script.parent.mkdir()
+    script.write_text(_CHILD, encoding="utf-8")
+    home = root / "home"
+    home.mkdir()
+    environment = {
+        **os.environ,
+        "ANONYMIZED_TELEMETRY": "False",
+        "ONE_MEMORY_DATA_DIR": str(home / "data"),
+    }
+    completed = subprocess.run(
+        [sys.executable, "-I", str(script), str(home)],
+        cwd=home,
+        env=environment,
+        capture_output=True,
+        text=True,
+        timeout=240,
+        check=False,
+    )
+    assert completed.returncode == 0, completed.stderr[-4000:]
+    [line] = [line for line in completed.stdout.splitlines() if line.startswith("RESULT ")]
+    return json.loads(line.removeprefix("RESULT "))
+
+
+def test_the_fake_sdk_accepts_exactly_the_pinned_search_parameters(pinned) -> None:
+    # The route tests' stand-in rejects what the pinned SDK rejects.
+    assert pinned["var_keyword"] is False
+    assert sorted(SDK_SEARCH_PARAMETERS) == pinned["parameters"]
+
+
+def test_lite_turn_search_returns_semantic_hits_without_the_literal_query(pinned) -> None:
+    hike = pinned["hike_turn"]
+    assert hike["status"] == 200, hike
+    items = hike["body"]["items"]
+    assert items, hike["body"]
+    top = items[0]
+    # No turn contains "hiking trails mountain"; the hit still comes back,
+    # shown by its closest turn and carrying the hit's score.
+    assert "hiking mountain trails" in top["content"]
+    assert "小林" not in top["content"]
+    assert top["turn_index"] == 1 and top["turn_count"] == 2
+    assert [item["score"] for item in items] == sorted(
+        (item["score"] for item in items), reverse=True
+    )
+
+
+def test_lite_search_and_recall_include_shadow_raws(pinned) -> None:
+    for name in ("tea_turn", "tea_raw"):
+        result = pinned[name]
+        assert result["status"] == 200, result
+        assert any("green tea" in item["content"] for item in result["body"]["items"]), result
+    recall = pinned["recall"]
+    assert recall["status"] == 200, recall
+    assert recall["body"]["mode"] == "raw"
+    assert any("green tea" in hit["content"] for hit in recall["body"]["hits"]), recall

memhub/apps/core/tests/test_policy_api_wiring.py

@@ -189,7 +189,11 @@ def test_first_import_gate_waits_for_every_selected_history_job() -> None:
     app = SimpleNamespace(
         state=SimpleNamespace(
             onboarding_store=SimpleNamespace(get=lambda: state),
-            import_job_store=SimpleNamespace(list_jobs=lambda: jobs),
+            import_job_store=SimpleNamespace(
+                find_jobs=lambda *, user_id, operation: [
+                    job for job in jobs if job.user_id == user_id and job.operation == operation
+                ]
+            ),
         )
     )
 

memhub/apps/core/tests/test_primary_source_adapters.py

@@ -77,6 +77,36 @@ def test_workbuddy_record_parsing_never_blocks_the_event_loop(tmp_path) -> None:
     asyncio.run(scenario())
 
 
+def test_jsonl_live_probe_listing_is_reused_by_the_import(tmp_path, monkeypatch) -> None:
+    root = tmp_path / ".workbuddy" / "projects"
+    write_jsonl(
+        root / "project" / "session.jsonl",
+        [{"role": "user", "sessionId": "session", "content": "new conversation"}],
+    )
+    adapter = create_workbuddy_adapter(grant("workbuddy", root))
+    from one_memory.imports.sources import common
+
+    calls = 0
+    original = common.list_changed_files
+
+    def counted(*args, **kwargs):
+        nonlocal calls
+        calls += 1
+        return original(*args, **kwargs)
+
+    monkeypatch.setattr(common, "list_changed_files", counted)
+
+    async def probe_then_scan():
+        options = ScanOptions()
+        assert await adapter.has_changes(options)
+        return [event async for event in adapter.scan(options)]
+
+    records = evidence(asyncio.run(probe_then_scan()))
+
+    assert [item.evidence.verbatim for item in records] == ["new conversation"]
+    assert calls == 1
+
+
 def test_cursor_store_user_info_envelope_is_not_attributed_to_the_person(tmp_path) -> None:
     """A Cursor store blob can be the host's session context, not the user's words.
 
@@ -1352,6 +1382,68 @@ def test_cursor_transcripts_with_the_same_name_in_two_projects_are_both_kept(
     assert len({item.evidence.source_ordinal for item in records}) == 2
 
 
+def test_cursor_discovery_does_not_enter_non_conversation_trees(tmp_path) -> None:
+    root = tmp_path / ".cursor"
+    write_jsonl(
+        root / "projects" / "project" / "agent-transcripts" / "kept" / "kept.jsonl",
+        [
+            {
+                "role": "user",
+                "message": {"content": [{"type": "text", "text": "kept conversation"}]},
+            }
+        ],
+    )
+    write_jsonl(
+        root / "extensions" / "large-cache" / "agent-transcripts" / "ignored" / "ignored.jsonl",
+        [
+            {
+                "role": "user",
+                "message": {"content": [{"type": "text", "text": "must not be scanned"}]},
+            }
+        ],
+    )
+
+    records = evidence(asyncio.run(scan(CursorUnifiedSourceAdapter(grant=grant("cursor", root)))))
+
+    assert [item.evidence.verbatim for item in records] == ["kept conversation"]
+
+
+def test_cursor_live_probe_listing_is_reused_by_the_import(tmp_path, monkeypatch) -> None:
+    root = tmp_path / ".cursor"
+    write_jsonl(
+        root / "projects" / "project" / "agent-transcripts" / "new" / "new.jsonl",
+        [
+            {
+                "role": "user",
+                "message": {"content": [{"type": "text", "text": "new conversation"}]},
+            }
+        ],
+    )
+    adapter = CursorUnifiedSourceAdapter(grant=grant("cursor", root))
+    from one_memory.imports.adapters import ScanOptions
+    from one_memory.imports.sources import cursor_unified
+
+    calls = 0
+    original = cursor_unified._list_cursor_files
+
+    def counted(*args, **kwargs):
+        nonlocal calls
+        calls += 1
+        return original(*args, **kwargs)
+
+    monkeypatch.setattr(cursor_unified, "_list_cursor_files", counted)
+
+    async def probe_then_scan():
+        options = ScanOptions()
+        assert await adapter.has_changes(options)
+        return [event async for event in adapter.scan(options)]
+
+    records = evidence(asyncio.run(probe_then_scan()))
+
+    assert [item.evidence.verbatim for item in records] == ["new conversation"]
+    assert calls == 1
+
+
 def test_cursor_bounded_scans_reuse_the_authorized_file_listing(tmp_path, monkeypatch) -> None:
     root = tmp_path / ".cursor"
     transcript = root / "projects" / "project" / "agent-transcripts" / "session" / "session.jsonl"

memhub/apps/core/tests/test_recall_raw_fallback.py

@@ -2,8 +2,9 @@
 
 Without a usable generation model no memory can be distilled, and with no
 memory in the library a memory search can only come back empty. In both cases
-recall searches the SDK raw layer and says so with `mode: "raw"`. Original
-conversations stay under their own grant: recall's grant does not widen it.
+recall searches the SDK raw layer and says so with `mode: "raw"`. External
+callers need the conversations tool and all-apps scope; Core resolves that to
+every connected, unrevoked source.
 """
 
 import asyncio
@@ -18,6 +19,7 @@ from one_memory import api
 from one_memory.api import create_app
 from one_memory.config import Settings
 from one_memory.hy_sdk_types import HySdkRawHit
+from one_memory.imports.sources.registry import RootCandidateKind
 from one_memory.recall import RecallHit, RecallReceipt, RecallRequest, RecallState
 from one_memory.recall_fallback import recall_with_fallback
 from one_memory.secrets import InMemorySecretStore
@@ -156,6 +158,26 @@ def test_raw_fallback_respects_the_callers_raw_sources():
     assert [hit.memory_id for hit in receipt.hits] == ["r1"]
 
 
+def test_raw_fallback_rechecks_sources_after_search_before_releasing_content():
+    _, fakes = _fakes(
+        ready=False,
+        memories=[],
+        has_memories=False,
+        raw=[_raw("r1", "private", source="cursor")],
+        sources=frozenset({"cursor"}),
+    )
+    checks = iter((frozenset({"cursor"}), frozenset()))
+
+    async def sources():
+        return next(checks)
+
+    fakes["raw_sources"] = sources
+    receipt = run(RecallRequest(query="private"), fakes)
+
+    assert receipt.state == RecallState.EMPTY
+    assert receipt.hits == ()
+
+
 def test_a_caller_with_no_raw_grant_gets_nothing_rather_than_a_wider_read():
     calls, fakes = _fakes(
         ready=False,
@@ -187,6 +209,43 @@ def test_raw_fallback_keeps_the_count_and_character_budgets():
     assert by_chars.used_characters == 300
 
 
+def test_oversized_raw_hit_returns_a_query_anchored_excerpt_instead_of_empty():
+    _, fakes = _fakes(
+        ready=False,
+        memories=[],
+        has_memories=False,
+        raw=[_raw("large", ("x" * 5_000) + "WebGL 黄色节点" + ("y" * 5_000))],
+    )
+
+    receipt = run(
+        RecallRequest(query="WebGL 黄色节点", limit=3, character_budget=300),
+        fakes,
+    )
+
+    assert receipt.state == RecallState.GROUNDED
+    assert len(receipt.hits) == 1
+    assert len(receipt.hits[0].content) == receipt.used_characters == 300
+    assert "WebGL 黄色节点" in receipt.hits[0].content
+    assert receipt.truncated_by.value == "character_budget"
+
+
+@pytest.mark.parametrize("prefix_length", [0, 100, 5_000, 9_980])
+def test_raw_excerpt_never_exceeds_its_character_budget(prefix_length):
+    needle = "WebGL"
+    content = ("x" * prefix_length) + needle + ("y" * (10_000 - prefix_length))
+    _, fakes = _fakes(
+        ready=False,
+        memories=[],
+        has_memories=False,
+        raw=[_raw("large", content)],
+    )
+
+    receipt = run(RecallRequest(query=needle, character_budget=300), fakes)
+
+    assert len(receipt.hits[0].content) == receipt.used_characters == 300
+    assert needle in receipt.hits[0].content
+
+
 def test_the_probe_never_falls_back():
     calls, fakes = _fakes(ready=False, memories=[], has_memories=False, raw=[_raw("r1", "x")])
 
@@ -237,6 +296,14 @@ def test_recall_route_falls_back_and_keeps_the_raw_grant(tmp_path, monkeypatch):
                 headers={"Authorization": "Bearer recall-test"},
             ) as client,
         ):
+            cursor_root = tmp_path / "cursor"
+            cursor_root.mkdir()
+            app.state.source_grant_store.grant(
+                user_id="local",
+                source_id="cursor",
+                root=cursor_root,
+                candidate_kind=RootCandidateKind.DEFAULT,
+            )
             local = await client.post("/api/v1/recall", json={"query": "数据库"})
             recall_only = await client.post(
                 "/api/v1/recall",
@@ -247,9 +314,18 @@ def test_recall_route_falls_back_and_keeps_the_raw_grant(tmp_path, monkeypatch):
                     "X-One-Memory-Allowed-Scopes": json.dumps(["all-apps"]),
                 },
             )
-            return local.json(), recall_only.json()
+            cross_app = await client.post(
+                "/api/v1/recall",
+                json={"query": "数据库"},
+                headers={
+                    **EXTERNAL,
+                    "X-One-Memory-Allowed-Tools": json.dumps(["om_recall", "om_conversations"]),
+                    "X-One-Memory-Allowed-Scopes": json.dumps(["all-apps", "source:workbuddy"]),
+                },
+            )
+            return local.json(), recall_only.json(), cross_app.json()
 
-    local, recall_only = asyncio.run(scenario())
+    local, recall_only, cross_app = asyncio.run(scenario())
 
     assert local["mode"] == "raw" and local["fallback_reason"] == "model_unavailable"
     assert local["hits"][0]["content_format"] == "raw"
@@ -258,7 +334,9 @@ def test_recall_route_falls_back_and_keeps_the_raw_grant(tmp_path, monkeypatch):
     assert searched[0] is None
     # A host granted recall alone may not read original conversations.
     assert recall_only["mode"] == "raw" and recall_only["hits"] == []
-    assert len(searched) == 1
+    # all-apps covers every connected source, not only the host's source scope.
+    assert cross_app["hits"][0]["source"] == "cursor"
+    assert searched == [None, frozenset({"cursor"})]
 
 
 def test_the_total_recall_budget_stays_under_the_brokers_wait():

memhub/apps/core/tests/test_sdk_api_surface.py

@@ -91,6 +91,40 @@ def _chat(user_id: str, memory_id: str, content: str, layer: str, source: str) -
     }
 
 
+#: The keyword parameters of the pinned `HyMemoryClient.search`, which takes
+#: no **kwargs. `test_pinned_sdk_raw_search` checks this set against the
+#: installed wheel, so the stand-in below rejects what the release rejects.
+SDK_SEARCH_PARAMETERS = frozenset(
+    {
+        "queries",
+        "scene",
+        "search_mode",
+        "user_ids",
+        "agent_ids",
+        "session_ids",
+        "include_sources",
+        "exclude_sources",
+        "limit",
+        "min_score",
+        "working_fact_min_score",
+        "working_experience_min_score",
+        "schema_min_score",
+        "schema_limit",
+        "intention_limit",
+        "created_after",
+        "reader",
+        "workspace_id",
+        "branch",
+        "request_id",
+        "layers",
+        "statuses",
+        "embed_override",
+        "query_embedding",
+        "rerank",
+    }
+)
+
+
 class RecordingSdk:
     """The public client surface, recording every call's keyword arguments."""
 
@@ -109,6 +143,10 @@ class RecordingSdk:
     # The SDK answers rows below a caller's floor in some lanes (a schema
     # floor, a fused rank score), so Core must filter what it returns.
     def search(self, query, **kwargs):
+        unknown = set(kwargs) - SDK_SEARCH_PARAMETERS
+        if unknown:
+            # The pinned `HyMemoryClient.search` takes no **kwargs.
+            raise TypeError(f"search() got unexpected keyword arguments {sorted(unknown)}")
         self._record("search", {"query": query, **kwargs})
         [user_id] = kwargs["user_ids"]
         if kwargs.get("layers") == ["l1_raw"]:
@@ -176,7 +214,15 @@ class RecordingSdk:
                 )
                 and (not kwargs.get("session_ids") or row["session_id"] in kwargs["session_ids"])
             ]
-            return {"vdb": {"memories": rows, "total": len(rows)}}
+            total = len(rows)
+            offset = kwargs.get("offset", 0)
+            limit = kwargs.get("limit", 100)
+            return {
+                "vdb": {
+                    "memories": rows[offset : offset + limit],
+                    "total": total,
+                }
+            }
         rows = [_chat(user_id, *row[:2], *row[3:]) for row in CHAT_ROWS.get(user_id, [])]
         if layers:
             rows = [row for row in rows if row["layer"] in layers]
@@ -274,6 +320,10 @@ async def _model_ready(_app) -> bool:
     return True
 
 
+async def _model_not_ready(_app) -> bool:
+    return False
+
+
 def run_with_sdk(tmp_path, monkeypatch, scenario) -> None:
     async def main() -> None:
         app = application(tmp_path)
@@ -365,14 +415,151 @@ def test_raw_context_search_can_return_turns_instead_of_storage_batches(
             },
         )
         assert response.status_code == 200, response.text
-        raw_one = [
-            item for item in response.json()["items"] if item["raw_id"] == "raw-1"
-        ]
+        raw_one = [item for item in response.json()["items"] if item["raw_id"] == "raw-1"]
         assert len(raw_one) == 1
         assert raw_one[0]["turn_index"] == 1
         assert "我喜欢绿茶" in raw_one[0]["content"]
         assert "我叫费天翔" not in raw_one[0]["content"]
+        # pro/ultra: a shadow raw is already in its extracted memories.
+        assert "statuses" not in sdk.last("search")
+
+    run_with_sdk(tmp_path, monkeypatch, scenario)
+
+
+@pytest.mark.fresh_sdk
+def test_lite_raw_search_is_plain_rag_over_active_and_shadow_raws(tmp_path, monkeypatch) -> None:
+    async def scenario(app, sdk, client):
+        app.state.memory_mode = lambda: "lite"
+        response = await client.post(
+            "/api/v2/context/search",
+            json={"query": "喜欢喝绿茶的人", "kinds": ["raw"], "raw_unit": "turn", "limit": 5},
+        )
+        assert response.status_code == 200, response.text
+        sent = sdk.last("search")
+        assert sent["statuses"] == ["active", "shadow"] and sent["limit"] == 5
+        items = response.json()["items"]
+        # No turn contains the query, yet every vector hit is returned, in
+        # score order: raw-1 by its closest turn, raw-2 by its only one.
+        assert [(item["raw_id"], item["turn_index"]) for item in items] == [
+            ("raw-1", 1),
+            ("raw-2", 0),
+        ]
+        assert [item["score"] for item in items] == [0.97, 0.3]
+        assert "我喜欢绿茶" in items[0]["content"]
+
+        floored = await client.post(
+            "/api/v2/context/search",
+            json={
+                "query": "喜欢喝绿茶的人",
+                "kinds": ["raw"],
+                "raw_unit": "turn",
+                "min_score": 0.5,
+            },
+        )
+        assert [item["raw_id"] for item in floored.json()["items"]] == ["raw-1"]
+
+        # Lite has no model, so recall answers from the raw layer.
+        monkeypatch.setattr("one_memory.api._recall_model_ready", _model_not_ready)
+        recall = await client.post("/api/v1/recall", json={"query": "喜欢喝绿茶的人"})
+        assert recall.status_code == 200, recall.text
+        assert recall.json()["mode"] == "raw"
         assert sdk.last("search")["statuses"] == ["active", "shadow"]
+        assert [hit["memory_id"] for hit in recall.json()["hits"]][:1] == ["raw-1"]
+
+    run_with_sdk(tmp_path, monkeypatch, scenario)
+
+
+@pytest.mark.fresh_sdk
+def test_long_semantic_raw_hit_cannot_erase_an_earlier_match(tmp_path, monkeypatch) -> None:
+    async def scenario(app, sdk, client):
+        app.state.memory_mode = lambda: "lite"
+
+        def search(query, **kwargs):
+            sdk._record("search", {"query": query, **kwargs})
+            memories = [
+                {
+                    "memory_id": "raw-target",
+                    "content": "[user]: lite 模式的 3d 图需要调整",
+                    "layer": "l1_raw",
+                    "status": "active",
+                    "user_id": "local",
+                    "agent_id": "all-apps",
+                    "session_id": "target-session",
+                    "source": "cursor",
+                    "memory_at": 1_790_100_000,
+                    "score": 0.97,
+                },
+                {
+                    "memory_id": "raw-long",
+                    "content": f"[user]: {'x' * 20_001}",
+                    "layer": "l1_raw",
+                    "status": "active",
+                    "user_id": "local",
+                    "agent_id": "all-apps",
+                    "session_id": "long-session",
+                    "source": "cursor",
+                    "memory_at": 1_790_000_000,
+                    "score": 0.9,
+                },
+            ]
+            return {
+                "request_id": "long-raw",
+                "memories": memories[1:] if query == "oversized" else memories,
+            }
+
+        sdk.search = search
+        response = await client.post(
+            "/api/v2/context/search",
+            json={
+                "query": "3d",
+                "kinds": ["raw"],
+                "raw_unit": "turn",
+                "limit": 20,
+                "character_budget": 20_000,
+            },
+        )
+
+        assert response.status_code == 200, response.text
+        body = response.json()
+        assert body["state"] == "grounded"
+        assert body["items"][0]["raw_id"] == "raw-target"
+        assert "3d" in body["items"][0]["content"]
+        assert body["items"][1]["raw_id"] == "raw-long"
+        assert body["items"][1]["truncated"] is True
+        assert body["truncated"] is True
+
+        single = await client.post(
+            "/api/v2/context/search",
+            json={
+                "query": "oversized",
+                "kinds": ["raw"],
+                "raw_unit": "turn",
+                "character_budget": 20_000,
+            },
+        )
+        assert single.json()["items"][0]["truncated"] is True
+        assert single.json()["truncated"] is True
+
+    run_with_sdk(tmp_path, monkeypatch, scenario)
+
+
+@pytest.mark.fresh_sdk
+def test_raw_only_lane_failure_is_unavailable_not_an_empty_partial(tmp_path, monkeypatch) -> None:
+    async def scenario(app, sdk, client):
+        app.state.memory_mode = lambda: "lite"
+
+        def search(_query, **_kwargs):
+            raise ValueError("private conversation text must not reach logs")
+
+        sdk.search = search
+        response = await client.post(
+            "/api/v2/context/search",
+            json={"query": "3d", "kinds": ["raw"], "raw_unit": "turn"},
+        )
+
+        assert response.status_code == 200, response.text
+        assert response.json()["state"] == "unavailable"
+        assert response.json()["items"] == []
 
     run_with_sdk(tmp_path, monkeypatch, scenario)
 
@@ -628,16 +815,165 @@ def test_raw_lists_active_and_shadow_turns_with_roles_and_hashes(tmp_path, monke
             ["我喜欢绿茶", "也记住了。"],
             ["我叫费天翔", "好的，记住了。"],
         ]
+        cursor = None
+        first_cursor = None
+        cursor_turns = []
+        cursor_calls = len(sdk.all("list_memories"))
+        while True:
+            params = {"unit": "turn", "paging": "cursor", "limit": 1}
+            if cursor is not None:
+                params["cursor"] = cursor
+            response = await client.get("/api/v2/raw", params=params)
+            assert response.status_code == 200, response.text
+            cursor_page = response.json()
+            assert cursor_page["total_exact"] is False
+            assert len(cursor_page["items"]) == 1
+            cursor_turns.append(cursor_page["items"][0]["messages"][0]["content"])
+            cursor = cursor_page["next_cursor"]
+            if first_cursor is None:
+                first_cursor = cursor
+            if cursor is None:
+                assert cursor_page["has_more"] is False
+                break
+            assert cursor_page["has_more"] is True
+        assert cursor_turns == ["我喜欢绿茶", "我叫费天翔", "你好"]
+        assert len(sdk.all("list_memories")) == cursor_calls + 3
+        graph = await client.get("/api/v2/raw/graph", params={"limit": 2})
+        assert graph.status_code == 200, graph.text
+        graph_body = graph.json()
+        assert graph_body["total"] == 3
+        assert graph_body["has_more"] is True
+        assert [item["label"] for item in graph_body["items"]] == [
+            "[user]: 我喜欢绿茶 [assistant]: 也记住了。",
+            "[user]: 我叫费天翔 [assistant]: 好的，记住了。",
+        ]
+        graph_page_2 = (
+            await client.get(
+                "/api/v2/raw/graph",
+                params={
+                    "limit": 2,
+                    "offset": 2,
+                    "snapshot_id": graph_body["snapshot_id"],
+                },
+            )
+        ).json()
+        assert graph_page_2["total"] == 3
+        assert graph_page_2["has_more"] is False
+        assert graph_page_2["items"][0]["turn_id"]
+        assert (
+            await client.get(
+                "/api/v2/raw/graph",
+                params={"limit": 2, "offset": 2},
+            )
+        ).status_code == 422
+        assert (
+            await client.get(
+                "/api/v2/raw/graph",
+                params={
+                    "limit": 2,
+                    "offset": 2,
+                    "snapshot_id": "missing",
+                },
+            )
+        ).status_code == 409
+        inserted = {
+            "memory_id": "raw-new",
+            "content": "[user]: 新消息",
+            "status": "active",
+            "session_id": "s-new",
+            "source": "cursor",
+            "memory_at": 1_790_200_000,
+            "gmt_created": 1_790_200_100,
+        }
+        RAW_ROWS["local"].insert(0, inserted)
+        try:
+            stable_graph_page = (
+                await client.get(
+                    "/api/v2/raw/graph",
+                    params={
+                        "limit": 2,
+                        "offset": 2,
+                        "snapshot_id": graph_body["snapshot_id"],
+                    },
+                )
+            ).json()
+            assert stable_graph_page["total"] == 3
+            assert stable_graph_page["items"][0]["label"] == "[user]: 你好"
+            updated_graph = (await client.get("/api/v2/raw/graph")).json()
+            assert updated_graph["total"] == 4
+            assert updated_graph["items"][0]["label"] == "[user]: 新消息"
+            continued = await client.get(
+                "/api/v2/raw",
+                params={
+                    "unit": "turn",
+                    "paging": "cursor",
+                    "limit": 1,
+                    "cursor": first_cursor,
+                },
+            )
+            assert continued.status_code == 200, continued.text
+            assert continued.json()["items"][0]["messages"][0]["content"] == "我叫费天翔"
+        finally:
+            RAW_ROWS["local"].remove(inserted)
+        assert (
+            await client.get(
+                "/api/v2/raw",
+                params={
+                    "unit": "turn",
+                    "paging": "cursor",
+                    "cursor": first_cursor,
+                    "source": "hermes",
+                },
+            )
+        ).status_code == 422
+        assert (
+            await client.get(
+                "/api/v2/raw",
+                params={
+                    "unit": "turn",
+                    "paging": "cursor",
+                    "cursor": "turn:²:0:0:2::0000000000000000",
+                },
+            )
+        ).status_code == 422
+
         calls_before_refresh = len(sdk.all("list_memories"))
         await client.get("/api/v2/raw", params={"unit": "turn"})
         assert len(sdk.all("list_memories")) == calls_before_refresh + 1
 
+        # A live session puts a new raw on top: one listing call, not a rescan.
+        newest = {
+            **RAW_ROWS["local"][1],
+            "memory_id": "raw-new",
+            "content": "[user]: 刚刚说的",
+            "status": "active",
+        }
+        original = RAW_ROWS["local"]
+        monkeypatch.setitem(RAW_ROWS, "local", [newest, *original])
+        calls_before_append = len(sdk.all("list_memories"))
+        appended = (await client.get("/api/v2/raw", params={"unit": "turn"})).json()
+        assert len(sdk.all("list_memories")) == calls_before_append + 1
+        assert appended["total"] == 4
+        assert [item["raw_id"] for item in appended["items"]][:1] == ["raw-new"]
+        assert [item["turn_id"] for item in appended["items"][1:]] == [
+            item["turn_id"] for item in turns["items"]
+        ]
+        # Anything else (here a raw going away) lists the raw layer again.
+        monkeypatch.setitem(RAW_ROWS, "local", [newest, original[1]])
+        calls_before_delete = len(sdk.all("list_memories"))
+        shrunk = (await client.get("/api/v2/raw", params={"unit": "turn"})).json()
+        assert len(sdk.all("list_memories")) > calls_before_delete + 1
+        assert shrunk["total"] == 2
+        monkeypatch.setitem(RAW_ROWS, "local", original)
+        calls_before_restore = len(sdk.all("list_memories"))
+        restored = (await client.get("/api/v2/raw", params={"unit": "turn"})).json()
+        assert len(sdk.all("list_memories")) > calls_before_restore + 1
+        assert restored["total"] == 3
+
         ascending = (
             await client.get("/api/v2/raw", params={"unit": "turn", "order": "asc"})
         ).json()
-        ascending_first = [
-            item for item in ascending["items"] if item["raw_id"] == "raw-1"
-        ]
+        ascending_first = [item for item in ascending["items"] if item["raw_id"] == "raw-1"]
         assert [item["turn_index"] for item in ascending_first] == [0, 1]
 
         await client.get(

memhub/apps/core/tests/test_sdk_migration_bundle.py

@@ -91,7 +91,7 @@ def test_bundle_contains_management_sdk_config_and_verified_manifest(tmp_path):
     assert manifest["bundle_id"] == "migration-1"
     assert manifest["sdk_namespace"] == "governed-v2"
     assert manifest["runtime_build"] == "build-13"
-    assert manifest["snapshot_sdk_version"] == "2.0.13"
+    assert manifest["snapshot_sdk_version"] == "2.0.14"
     paths = {item["path"]: item for item in manifest["files"]}
     assert {
         "management/one-memory.sqlite3",

memhub/apps/core/tests/test_sdk_migration_restore.py

@@ -293,6 +293,22 @@ def _retry_succeeds(home: Path, monkeypatch) -> None:
     assert len(list((home / "backups").glob("*-pre-cutover.sdk-bundle"))) == 1
 
 
+def test_evidence_an_older_capture_hook_recreated_is_dropped_on_the_next_start(home):
+    # Builds through 1.0.6 let the hook process open `EvidenceStore`, which
+    # rebuilt the retired tables on an SDK home. Nothing reads them there, and
+    # the next startup migration's leftovers cleanup removes them again.
+    assert _run(home).state == "cutover"
+    database = home / "one-memory.sqlite3"
+    EvidenceStore(database)
+    assert "evidence" in legacy_tables_present(database)
+
+    result = _run(home)
+
+    assert result.state == "complete"
+    assert {"evidence", "evidence_search"} <= set(result.dropped_tables)
+    assert legacy_tables_present(database) == ()
+
+
 def test_a_failure_after_the_cutover_commit_is_not_restored(home, monkeypatch):
     import one_memory.sdk_migration_runner as runner
 

memhub/apps/core/tests/test_service_level_pressure_acceptance.py

@@ -23,9 +23,8 @@ def test_workbuddy_recall_remains_available_during_100k_import(tmp_path, monkeyp
 
     assert result["import_status"] == "completed"
     assert result["stored"] == 100_000
-    assert result["evidence_rows"] == 100_001
+    assert result["evidence_rows"] == 100_000
     assert result["hook_accepted"] is True
-    assert result["hook_stored"] is True
     assert result["hook_visible_ms"] < 10_000
     assert result["recall_sampling_terminal"] is True
     assert result["during_unavailable"] == 0

memhub/apps/core/tests/test_source_connection_intents.py

@@ -197,6 +197,82 @@ def test_connection_retry_reuses_completed_job_and_checks_root_snapshot(tmp_path
     asyncio.run(scenario())
 
 
+def test_connection_returns_committed_receipt_before_live_activation_finishes(
+    tmp_path, monkeypatch
+):
+    monkeypatch.setattr("one_memory.model_presets._preset_data", lambda: None)
+
+    async def scenario():
+        home = tmp_path / "home"
+        root = home / ".claude/projects"
+        root.mkdir(parents=True)
+        app = create_app(
+            Settings(
+                data_dir=tmp_path / "data",
+                source_home=home,
+                api_token=SecretStr("test"),
+                automatic_memory_processing=False,
+                live_sync_enabled=False,
+            ),
+            source_catalog=build_source_catalog(home=home, environment={}),
+        )
+        async with (
+            app.router.lifespan_context(app),
+            AsyncClient(
+                transport=ASGITransport(app=app),
+                base_url="http://test",
+                headers={"Authorization": "Bearer test"},
+            ) as client,
+        ):
+            found = await client.post("/api/v1/sources/claude-code/location")
+            started = asyncio.Event()
+            release = asyncio.Event()
+            original = app.state.live_sync_supervisor.initialize_source
+
+            async def blocked_initialize(source_id, *, baseline_missing_files):
+                started.set()
+                await release.wait()
+                return await original(
+                    source_id,
+                    baseline_missing_files=baseline_missing_files,
+                )
+
+            monkeypatch.setattr(
+                app.state.live_sync_supervisor,
+                "initialize_source",
+                blocked_initialize,
+            )
+            try:
+                response = await asyncio.wait_for(
+                    client.post(
+                        "/api/v1/sources/connect",
+                        json={
+                            "source_ids": ["claude-code"],
+                            "request_id": "fast-receipt",
+                            "source_roots": {
+                                "claude-code": found.json()["root_id"],
+                            },
+                            "onboarding": True,
+                            "full_rescan": True,
+                            "enable_sync": True,
+                        },
+                    ),
+                    timeout=1,
+                )
+                assert response.status_code == 200
+                assert response.json()["request_id"] == "fast-receipt"
+                assert app.state.config_store.sync_enabled("claude-code")
+                await asyncio.wait_for(started.wait(), timeout=1)
+                assert not release.is_set()
+            finally:
+                release.set()
+            tasks = tuple(app.state.source_activation_tasks.values())
+            if tasks:
+                await asyncio.gather(*tasks)
+
+    asyncio.run(scenario())
+
+
 @pytest.mark.parametrize(
     ("turn_count", "age_days", "limited"),
     [

memhub/apps/core/tests/test_v2_authority_and_call_events.py

@@ -10,6 +10,7 @@ from pydantic import SecretStr
 from one_memory import api
 from one_memory.api import create_app
 from one_memory.config import Settings
+from one_memory.imports.sources.registry import RootCandidateKind
 from one_memory.sdk_data_plane_migration import MemoryAuthority
 from one_memory.sdk_memory_qa import SdkAskMemory, SdkMemoryAnswer
 from one_memory.secrets import InMemorySecretStore
@@ -96,8 +97,11 @@ class Sdk:
 
 
 class Handle:
+    def __init__(self, sdk=None):
+        self.sdk = sdk or Sdk()
+
     async def client(self):
-        return Sdk()
+        return self.sdk
 
     async def close(self):
         return None
@@ -195,3 +199,50 @@ def test_v2_host_calls_are_recorded_and_renderer_calls_are_not(tmp_path, monkeyp
             assert listed.json()["total"] == 3
 
     asyncio.run(scenario())
+
+
+@pytest.mark.fresh_sdk
+def test_v2_raw_rechecks_a_source_revoked_during_search(tmp_path):
+    app = application(tmp_path)
+
+    class RevokingRawSdk:
+        def search(self, query, **kwargs):
+            app.state.source_grant_store.revoke(user_id="local", source_id="cursor")
+            return {
+                "memories": {
+                    "schema": [],
+                    "proactive": [],
+                    "normal": [
+                        {
+                            "memory_id": "raw-1",
+                            "content": "must not escape",
+                            "user_id": "local",
+                            "agent_id": "all-apps",
+                            "session_id": "session-1",
+                            "source": "cursor",
+                            "score": 0.9,
+                        }
+                    ],
+                }
+            }
+
+    async def scenario():
+        async with app.router.lifespan_context(app), client_for(app, EXTERNAL) as host:
+            root = tmp_path / "cursor"
+            root.mkdir()
+            app.state.source_grant_store.grant(
+                user_id="local",
+                source_id="cursor",
+                root=root,
+                candidate_kind=RootCandidateKind.DEFAULT,
+            )
+            app.state.sdk_client_handle = Handle(RevokingRawSdk())
+            return await host.post(
+                "/api/v2/context/search",
+                json={"query": "private", "kinds": ["raw"]},
+            )
+
+    response = asyncio.run(scenario())
+
+    assert response.status_code == 403
+    assert "must not escape" not in response.text

memhub/apps/core/uv.lock

@@ -991,7 +991,7 @@ wheels = [
 
 [[package]]
 name = "hy-memory"
-version = "2.0.13"
+version = "2.0.14"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "chromadb" },
@@ -1008,9 +1008,9 @@ dependencies = [
     { name = "scikit-learn" },
     { name = "tiktoken" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/88/46/7d5a2d76be135664302d91e15f0d5018cf8e228956e4c80b86583b131cb3/hy_memory-2.0.13.tar.gz", hash = "sha256:f95850d492de74e91891502716da96e8b5297c3fc045dc70ec3474ed240da958", size = 1252802, upload-time = "2026-11-02T09:30:40.331Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/4a/68/932ac0f684a971741643d8dab0a209c6a09d5a132ca607bbb9355e0b8cf2/hy_memory-2.0.14.tar.gz", hash = "sha256:94cf354f51ab8b506c0ac4909a95a6b13fd542f81c894322210beb20996f16fd", size = 1253180, upload-time = "2026-11-04T09:52:17.127Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/99/63/2b4d21d555a5dd50ab838fad944c7fdd6cf90d2dc814e2a8e79eca3d4e03/hy_memory-2.0.13-py3-none-any.whl", hash = "sha256:128cf4729e6ea10b9da3c7fdf21005191294621a65378cd9583827904eea064a", size = 1322154, upload-time = "2026-11-02T09:30:37.746Z" },
+    { url = "https://files.pythonhosted.org/packages/76/7f/9ecbaa2589dae9bd83657adc6388b0c7b0be415c5584fef045db309911eb/hy_memory-2.0.14-py3-none-any.whl", hash = "sha256:6df76d8dc84aaa352149e85055331d22ef904e4acd4540a2328bf058a3f0f2a6", size = 1322364, upload-time = "2026-11-04T09:52:14.096Z" },
 ]
 
 [[package]]
@@ -1837,7 +1837,7 @@ requires-dist = [
     { name = "fastapi", specifier = ">=0.141.1" },
     { name = "filelock", specifier = ">=3.32.4" },
     { name = "httpx", specifier = ">=0.28.1" },
-    { name = "hy-memory", specifier = "==2.0.13" },
+    { name = "hy-memory", specifier = "==2.0.14" },
     { name = "keyring", specifier = ">=25.7.0" },
     { name = "numpy", specifier = "==2.5.2" },
     { name = "onnxruntime", specifier = "==1.23.2" },

memhub/apps/desktop/src/diagnostics-ipc.test.ts

@@ -366,7 +366,7 @@ it("refuses a ui trace from an untrusted window", async () => {
   ).rejects.toThrow(/untrusted_window/);
 });
 
-it("marks a problem and exports a redacted local bundle", async () => {
+it("marks a problem and exports the complete local log bundle", async () => {
   const value = await fixture();
   const mark = await value.handlers.get(
     "one-memory:mark-diagnostic-incident",
@@ -375,6 +375,14 @@ it("marks a problem and exports a redacted local bundle", async () => {
     incident_id: expect.any(String),
     session_id: expect.any(String),
   });
+  await writeFile(
+    path.join(value.dataDir, "logs", "core.log"),
+    "2026-10-14 10:31:00 WARNING database wait\n",
+  );
+  await writeFile(
+    path.join(value.dataDir, "logs", "service-error.log"),
+    "worker failed\n",
+  );
   const exported = await value.handlers.get("one-memory:export-diagnostics")?.(
     {},
   );
@@ -398,6 +406,16 @@ it("marks a problem and exports a redacted local bundle", async () => {
     ),
   );
   expect(summary).toMatchObject({ build: "3800" });
+  const entries = execFileSync(
+    "/usr/bin/unzip",
+    ["-Z1", path.join(value.dataDir, zip)],
+    { encoding: "utf8" },
+  )
+    .trim()
+    .split("\n");
+  expect(entries).toContain("logs/core.log");
+  expect(entries).toContain("logs/service-error.log");
+  expect(entries).toContain("logs/diagnostic-desktop.jsonl");
   value.dispose();
 });
 

memhub/apps/desktop/src/diagnostics-ipc.ts

@@ -196,6 +196,7 @@ export function resolveDiagnosticBuildIdentity(options: {
 
 export async function exportDesktopDiagnostics(
   options: DiagnosticExportOptions,
+  exportOptions: { includeRawLogs?: boolean } = {},
 ) {
   const build = options.buildNumber ?? options.productVersion;
   const target = path.join(
@@ -209,6 +210,7 @@ export async function exportDesktopDiagnostics(
     dataDir: options.dataDir,
     target,
     productVersion: build,
+    includeRawLogs: exportOptions.includeRawLogs === true,
     ...(options.commit === undefined ? {} : { commit: options.commit }),
     ...(options.coreSha256 === undefined
       ? {}
@@ -644,7 +646,7 @@ export function installDiagnosticsIpc(
   options.ipc.handle(EXPORT, async (event, ...args) => {
     if (args.length) throw new Error("diagnostic_arguments_rejected");
     options.requireTrustedWindow(event);
-    return exportDesktopDiagnostics(options);
+    return exportDesktopDiagnostics(options, { includeRawLogs: true });
   });
 
   return () => {

memhub/apps/web/src/ApplicationsHome.test.tsx

@@ -72,15 +72,23 @@ it("localizes the whole home live without repeating reads or changing imported t
   expect(summary).toHaveBeenCalledTimes(calls);
 });
 
-const { summary, projection, processing, sedimentation, history, liveSync } =
-  vi.hoisted(() => ({
-    summary: vi.fn(),
-    projection: vi.fn(),
-    processing: vi.fn(),
-    sedimentation: vi.fn(),
-    history: vi.fn(),
-    liveSync: vi.fn(),
-  }));
+const {
+  summary,
+  projection,
+  processing,
+  sedimentation,
+  history,
+  liveSync,
+  evolve,
+} = vi.hoisted(() => ({
+  summary: vi.fn(),
+  projection: vi.fn(),
+  processing: vi.fn(),
+  sedimentation: vi.fn(),
+  history: vi.fn(),
+  liveSync: vi.fn(),
+  evolve: vi.fn(),
+}));
 vi.mock("./call-history-client", async (original) => ({
   ...(await original<typeof import("./call-history-client")>()),
   getCallHistory: history,
@@ -105,6 +113,7 @@ vi.mock("./api", () => ({
   getSdkRaw: vi.fn(),
   getLiveSyncHealth: liveSync,
   getMemoryProcessing: processing,
+  getEvolveOverview: evolve,
   getSedimentation: sedimentation,
   getSources: vi.fn().mockResolvedValue([]),
 }));
@@ -146,6 +155,12 @@ beforeEach(() => {
   history
     .mockReset()
     .mockResolvedValue({ available: true, recording_error: false, items: [] });
+  evolve.mockReset().mockResolvedValue({
+    mode: "ultra",
+    schedule: { enabled: true, time: "03:00" },
+    users: {},
+    running: [],
+  });
   imports.refresh = vi.fn();
   summary.mockReset().mockResolvedValue({
     memory_count: 601,
@@ -940,6 +955,39 @@ it.each([
   },
 );
 
+it("keeps the home snapshot visible during Evolve and refreshes when it ends", async () => {
+  evolve.mockResolvedValue({
+    mode: "ultra",
+    schedule: { enabled: true, time: "03:00" },
+    users: {},
+    running: [
+      {
+        run_id: "run-1",
+        user_id: "local",
+        state: "running",
+      },
+    ],
+  });
+  render(mountHome());
+
+  expect(await screen.findByText("601")).toBeTruthy();
+  expect(await screen.findByText("正在整合记忆…")).toBeTruthy();
+  const readsBeforeCompletion = projection.mock.calls.length;
+
+  act(() => {
+    queryClient.setQueryData(["evolve", "local"], {
+      mode: "ultra",
+      schedule: { enabled: true, time: "03:00" },
+      users: {},
+      running: [],
+    });
+  });
+
+  await waitFor(() =>
+    expect(projection.mock.calls.length).toBeGreaterThan(readsBeforeCompletion),
+  );
+});
+
 afterEach(() => {
   cleanup();
   resetClient();

memhub/apps/web/src/ApplicationsHome.tsx

@@ -41,6 +41,7 @@ import {
   retryAutoReconcile,
   useAutoConnect,
 } from "./connection-reconcile";
+import { localEvolveRunning, useEvolveState } from "./evolve-state";
 import { useGuiLanguage } from "./gui-language";
 import { HomeCardBoundary } from "./HomeCardBoundary";
 import {
@@ -55,6 +56,7 @@ import {
   sourceConnectionIncomplete,
   useRecallHosts,
 } from "./host-state";
+import { useOnboardingTranslation } from "./onboarding-language";
 import { subscribePoll } from "./poll-scheduler";
 import { R6Button } from "./R6Controls";
 import { prefetchDataRuntime } from "./runtime-state";
@@ -209,6 +211,10 @@ export function ApplicationsHome({
   active?: boolean;
 }) {
   const { locale, t, tn } = useGuiLanguage();
+  const { text } = useOnboardingTranslation();
+  const evolveState = useEvolveState(active);
+  const evolveRunning = localEvolveRunning(evolveState.data);
+  const evolveUncertain = evolveState.isError && evolveRunning;
   const hostQuery = useRecallHosts({ poll: active });
   const hostBridge = hostBridgeAvailable();
   const hosts = hostQuery.data ?? [];
@@ -313,6 +319,12 @@ export function ApplicationsHome({
   const [expanded, setExpanded] = useState(retained.expanded);
   const [phase, setPhase] = useState("idle");
   const [revision, setRevision] = useState(0);
+  const previousEvolveRunning = useRef(evolveRunning);
+  useEffect(() => {
+    const previous = previousEvolveRunning.current;
+    previousEvolveRunning.current = evolveRunning;
+    if (previous && !evolveRunning && active) setRevision((value) => value + 1);
+  }, [active, evolveRunning]);
   const confirmedModeSeen = useRef(confirmedMode);
   const expandButton = useRef<HTMLButtonElement>(null);
   const backButton = useRef<HTMLButtonElement>(null);
@@ -953,6 +965,11 @@ export function ApplicationsHome({
             <header>
               <h2>{t("apps.overview")}</h2>
             </header>
+            {evolveRunning ? (
+              <p className="r6-evolve-status" role="status">
+                {text(evolveUncertain ? "正在核对整合状态…" : "正在整合记忆…")}
+              </p>
+            ) : null}
             <div className="r6-home-metrics">
               <div role="status" aria-live="polite" aria-atomic="true">
                 <p>{t(viewModel.countLabel)}</p>

memhub/apps/web/src/FirstImportReview.r6.test.tsx

@@ -371,16 +371,14 @@ it("uses user-facing connection confirmation copy without implementation narrati
     />,
   );
   expect(screen.getByRole("complementary", { name: "连接应用" })).toBeTruthy();
+  expect(screen.getByRole("checkbox", { name: "一键接入应用" })).toBeTruthy();
   expect(
-    screen.getByText(
-      "点击底部按钮后，后台分别接入各应用；某个应用失败不影响其他应用。",
+    screen.queryByText(
+      /点击底部按钮后|选择草稿|按各应用回执|本页任务控制尚未接通/,
     ),
-  ).toBeTruthy();
-  expect(
-    screen.queryByText(/选择草稿|按各应用回执|本页任务控制尚未接通/),
   ).toBeNull();
-  expect(screen.getByText(/下一步选择记忆模式/)).toBeTruthy();
-  expect(screen.getByText(/之后仍可在设置中更改/)).toBeTruthy();
+  expect(screen.queryByText(/下一步选择记忆模式/)).toBeNull();
+  expect(screen.queryByText(/之后仍可在设置中更改/)).toBeNull();
 });
 
 it.each(["paused", "failed", "cancelled", "interrupted"] as const)(
@@ -398,11 +396,7 @@ it.each(["paused", "failed", "cancelled", "interrupted"] as const)(
     expect(
       screen.getByRole("heading", { name: "对话正在汇入，记忆从这里开始" }),
     ).toBeTruthy();
-    expect(
-      screen.getByText(/已保存的对话还在/, {
-        selector: ".first-import-r6-footer-note p",
-      }),
-    ).toBeTruthy();
+    expect(screen.queryByText(/已保存的对话还在/)).toBeNull();
   },
 );
 
@@ -439,9 +433,7 @@ it.each(["stale", "revoked", "missing"])(
         onContinue={vi.fn()}
       />,
     );
-    if (kind === "missing")
-      expect(screen.getByText("导入在后台继续，无需等待。")).toBeTruthy();
-    else expect(screen.queryByText("导入在后台继续，无需等待。")).toBeNull();
+    expect(screen.queryByText("导入在后台继续，无需等待。")).toBeNull();
     expect(
       screen.getByRole("heading", { name: "对话正在汇入，记忆从这里开始" }),
     ).toBeTruthy();

memhub/apps/web/src/FirstImportReview.test.tsx

@@ -199,8 +199,8 @@ it("keeps the saved count when authority or freshness changes, without a convers
   expect(view.container.querySelector('[data-running="true"]')).toBeTruthy();
   expect(screen.getByText("已保存 7 条消息")).toBeTruthy();
   expect(
-    screen.getAllByText("正在重新核对来源；已保存数量仍按任务回执显示。"),
-  ).toHaveLength(1);
+    screen.queryByText("正在重新核对来源；已保存数量仍按任务回执显示。"),
+  ).toBeNull();
   view.update({
     sourceSnapshot: { confirmedAt: "2026-09-14T00:00:02Z", stale: false },
     jobs: [{ ...job, stored: 20 }],

memhub/apps/web/src/FirstImportReview.tsx

@@ -46,6 +46,7 @@ export function defaultHostSourceIds(
 export type ImportConnectionDraft = {
   hostSourceIds: readonly string[];
 };
+export type ImportSubmissionState = "confirmed" | "checking" | "refused";
 export interface FirstImportReviewProps {
   sourceIds: readonly string[];
   sources: SourceResponse[];
@@ -54,6 +55,7 @@ export interface FirstImportReviewProps {
   acceptedJobIds?: readonly string[];
   failedSources?: Record<string, string>;
   sourceSnapshot?: { confirmedAt: string | null; stale: boolean };
+  importSubmissionState?: ImportSubmissionState;
   busy?: boolean;
   error?: string | null;
   connectionNote?: string;
@@ -78,6 +80,7 @@ export function FirstImportReview({
   acceptedJobIds,
   failedSources = {},
   sourceSnapshot,
+  importSubmissionState = "confirmed",
   busy = false,
   error,
   connectionNote,
@@ -153,26 +156,6 @@ export function FirstImportReview({
     ids.every((id) => batch.some((job) => job.source_id === id)) &&
     batch.every((job) => job.status === "completed") &&
     !Object.keys(failedSources).length;
-  const allPaused =
-    batch.length > 0 && batch.every((job) => job.status === "paused");
-  const importing =
-    !stale &&
-    batch.some(
-      (job) =>
-        ["pending", "running"].includes(job.status) &&
-        sources.some(
-          (source) => source.source_id === job.source_id && source.authorized,
-        ),
-    );
-  const displayImporting =
-    importing ||
-    (!stale &&
-      !allCompleted &&
-      !allPaused &&
-      batch.length === 0 &&
-      ids.some((id) =>
-        sources.some((source) => source.source_id === id && source.authorized),
-      ));
   const title = "对话正在汇入，记忆从这里开始";
   const hostEligible = importHostEligible(sources, ids);
   const draftReady = !!connectionDraft && !!onConnectionDraftChange;
@@ -282,24 +265,94 @@ export function FirstImportReview({
     <R6ColdStartFrame
       step={2}
       title={text(title)}
-      eyebrow={text("导入进行中 · 顺手连接应用")}
       footer={
-        <>
-          <div className="first-import-r6-footer-note">
-            <p>
-              {text(
-                allCompleted
-                  ? "对话已保存，记忆尚待生成。"
-                  : displayImporting
-                    ? "导入在后台继续，无需等待。"
-                    : stale
-                      ? "正在重新核对来源；已保存数量仍按任务回执显示。"
-                      : allPaused
-                        ? "本次历史导入已暂停，已保存的对话还在。"
-                        : "导入等待处理，已保存的对话还在。",
+        <div className="first-import-r6-footer-actions">
+          {changing ? (
+            <R6Button
+              onClick={() => {
+                stopBatch.current = true;
+              }}
+            >
+              {text("停止后续操作")}
+            </R6Button>
+          ) : onChangeJob && (canPause || canResume) ? (
+            <R6Button
+              disabled={busy || (stale && !canPause)}
+              onClick={() => void changeBatch(canPause ? "pause" : "resume")}
+            >
+              {canPause ? (
+                <Pause size={16} aria-hidden="true" />
+              ) : (
+                <Play size={16} aria-hidden="true" />
               )}
-            </p>
-            {(error || actionMessage) && (
+              {text(canPause ? "暂停导入" : "继续导入")}
+            </R6Button>
+          ) : null}
+          {recovery ? (
+            <>
+              <R6Button
+                disabled={busy}
+                onClick={() => {
+                  stopBatch.current = true;
+                  recovery.onSkip();
+                }}
+              >
+                {text(
+                  recovery.destination === "sources"
+                    ? "仍进入应用页"
+                    : recovery.destination === "settings"
+                      ? "仍进入设置"
+                      : "仍进入工作台",
+                )}
+              </R6Button>
+              <R6Button
+                variant="primary"
+                disabled={busy}
+                onClick={() => leave(recovery.destination)}
+              >
+                {text("重试保存并进入")}
+              </R6Button>
+            </>
+          ) : (
+            <R6Button
+              variant="primary"
+              disabled={busy}
+              onClick={() => leave("settings")}
+            >
+              {text("选择记忆模式")}
+            </R6Button>
+          )}
+        </div>
+      }
+    >
+      <div className="first-import-r6-layout">
+        <section
+          className="first-import-r6-main"
+          aria-label={text("导入与原文")}
+        >
+          <div className="first-import-r6-intro">
+            <h2>{text("正在导入你的会话")}</h2>
+            {importSubmissionState === "checking" ? (
+              <p className="first-import-r6-submission-status" role="status">
+                {t("onboardingImportChecking")}
+              </p>
+            ) : (
+              <p>
+                {text(
+                  allCompleted
+                    ? "本次导入已结束。已保存的对话无需重复导入。"
+                    : "后台将持续为你导入，可以放心进入下一步",
+                )}
+              </p>
+            )}
+            {ids.length > 3 && (
+              <p className="first-import-r6-scroll-hint">
+                {t("onboardingMoreImportApps", { count: ids.length - 3 })}
+              </p>
+            )}
+          </div>
+          {(error || actionMessage) && (
+            <div className="first-import-r6-feedback">
               <p
                 role={
                   error?.includes("应用连接") ||
@@ -318,83 +371,8 @@ export function FirstImportReview({
               >
                 {error ? text(error) : actionMessage}
               </p>
-            )}
-          </div>
-          <div className="first-import-r6-footer-actions">
-            {changing ? (
-              <R6Button
-                onClick={() => {
-                  stopBatch.current = true;
-                }}
-              >
-                {text("停止后续操作")}
-              </R6Button>
-            ) : onChangeJob && (canPause || canResume) ? (
-              <R6Button
-                disabled={busy || (stale && !canPause)}
-                onClick={() => void changeBatch(canPause ? "pause" : "resume")}
-              >
-                {canPause ? (
-                  <Pause size={16} aria-hidden="true" />
-                ) : (
-                  <Play size={16} aria-hidden="true" />
-                )}
-                {text(canPause ? "暂停导入" : "继续导入")}
-              </R6Button>
-            ) : null}
-            {recovery ? (
-              <>
-                <R6Button
-                  disabled={busy}
-                  onClick={() => {
-                    stopBatch.current = true;
-                    recovery.onSkip();
-                  }}
-                >
-                  {text(
-                    recovery.destination === "sources"
-                      ? "仍进入应用页"
-                      : recovery.destination === "settings"
-                        ? "仍进入设置"
-                        : "仍进入工作台",
-                  )}
-                </R6Button>
-                <R6Button
-                  variant="primary"
-                  disabled={busy}
-                  onClick={() => leave(recovery.destination)}
-                >
-                  {text("重试保存并进入")}
-                </R6Button>
-              </>
-            ) : (
-              <R6Button
-                variant="primary"
-                disabled={busy}
-                onClick={() => leave("settings")}
-              >
-                {text("选择记忆模式")}
-              </R6Button>
-            )}
-          </div>
-        </>
-      }
-    >
-      <div className="first-import-r6-layout">
-        <section
-          className="first-import-r6-main"
-          aria-label={text("导入与原文")}
-        >
-          <p className="first-import-r6-intro">
-            {text(
-              allCompleted
-                ? "本次导入已结束。已保存的对话无需重复导入。"
-                : "对话先保存在本机。你可以同时设置后续连接。",
-            )}
-          </p>
-          <p className="first-import-r6-subintro">
-            {text("下一步选择记忆模式；之后仍可在设置中更改。")}
-          </p>
+            </div>
+          )}
           {historyWindowLimited && (
             <p className="first-import-r6-history-window" role="status">
               {t("onboardingHistoryWindow")}
@@ -406,46 +384,39 @@ export function FirstImportReview({
             jobs={batch}
             stale={progressStale}
           />
-          <section
-            className="first-import-r6-feed"
-            aria-label={text("导入说明")}
-          >
-            <h2>{text("正在导入你的会话")}</h2>
-            <p className="first-import-r6-feed-status">
-              {text("后台将持续为你导入，可以放心进入下一步")}
-            </p>
-            {Object.keys(failedSources).length > 0 && (
-              <section
-                className="first-import-r6-failures"
-                aria-label={text("未开始的导入")}
+          {Object.keys(failedSources).length > 0 && (
+            <section
+              className="first-import-r6-failures"
+              aria-label={text("未开始的导入")}
+            >
+              {Object.keys(failedSources).map((id) => (
+                <p key={id}>
+                  {sources.find((source) => source.source_id === id)
+                    ?.display_name ?? id}{" "}
+                  {text("未能开始导入，其他已接受任务不受影响。")}
+                </p>
+              ))}
+              <R6Button
+                variant="quiet"
+                disabled={busy}
+                onClick={() => leave("sources")}
               >
-                {Object.keys(failedSources).map((id) => (
-                  <p key={id}>
-                    {sources.find((source) => source.source_id === id)
-                      ?.display_name ?? id}{" "}
-                    {text("未能开始导入，其他已接受任务不受影响。")}
-                  </p>
-                ))}
-                <R6Button
-                  variant="quiet"
-                  disabled={busy}
-                  onClick={() => leave("sources")}
-                >
-                  {text("查看未导入的应用")}
-                </R6Button>
-              </section>
-            )}
-          </section>
+                {text("查看未导入的应用")}
+              </R6Button>
+            </section>
+          )}
         </section>
         <aside
           className="first-import-r6-options"
           aria-label={text("连接应用")}
         >
-          <p className="first-import-r6-eyebrow">{text("让记忆继续生长")}</p>
-          <h2>{text("连接你的应用")}</h2>
-          <p className="first-import-r6-options-intro">
-            {text("适用于本次选择且支持的应用。")}
-          </p>
+          <div className="first-import-r6-options-head">
+            <p className="first-import-r6-eyebrow">{text("让记忆继续生长")}</p>
+            <h2>{text("连接你的应用")}</h2>
+            <p className="first-import-r6-options-intro">
+              {text("适用于本次选择且支持的应用。")}
+            </p>
+          </div>
           <SelectionTile
             title={text(
               hostConnectionAvailable ? "一键接入应用" : "测试实例不接入应用",
@@ -481,13 +452,11 @@ export function FirstImportReview({
               {text(connectionNote)}
             </p>
           )}
-          <p className="first-import-r6-options-note">
-            {text(
-              draftReady
-                ? "点击底部按钮后，后台分别接入各应用；某个应用失败不影响其他应用。"
-                : "暂时无法连接应用，当前不会安装连接。",
-            )}
-          </p>
+          {!draftReady && (
+            <p className="first-import-r6-options-note">
+              {text("暂时无法连接应用，当前不会安装连接。")}
+            </p>
+          )}
         </aside>
       </div>
     </R6ColdStartFrame>

memhub/apps/web/src/HealthPanel.test.tsx

@@ -226,6 +226,7 @@ describe("HealthPanel", () => {
     });
     vi.spyOn(window, "prompt").mockReturnValue("蓝莓没出来");
     render(<HealthPanel imports={imports()} />);
+    expect(screen.getByText(/可能包含会话正文和本机路径/)).toBeTruthy();
 
     fireEvent.click(screen.getByRole("button", { name: "记录问题时间点" }));
     expect(await screen.findByText(/问题编号已复制/)).toBeTruthy();

memhub/apps/web/src/HealthPanel.tsx

@@ -298,6 +298,7 @@ export function HealthPanel({ imports }: { imports: ImportState }) {
           <Download size={16} aria-hidden="true" />
           {t("nativeExportLogs")}
         </R6Button>
+        <p>{t("把本机运行日志打包成一个文件，发给开发排查。")}</p>
       </div>
 
       <section className="health-block" aria-label={t("healthLocal")}>

memhub/apps/web/src/MemoryMap.test.tsx

@@ -62,6 +62,30 @@ vi.mock("./MemoryGraph3D", () => ({
     </div>
   ),
 }));
+vi.mock("./RawConversationGraph3D", () => ({
+  RawConversationGraph3D: ({
+    graph,
+    selectedNodeId,
+    onSelectNode,
+  }: {
+    graph: MemoryGraphResponse;
+    selectedNodeId: string | null;
+    onSelectNode(node: MemoryGraphNode): void;
+  }) => (
+    <div data-testid="canvas" data-selected={selectedNodeId}>
+      {graph.nodes.map((node) => (
+        <button
+          key={node.node_id}
+          type="button"
+          aria-label={`图中选择 ${node.label}`}
+          onClick={() => onSelectNode(node)}
+        >
+          {node.label}
+        </button>
+      ))}
+    </div>
+  ),
+}));
 afterEach(() => {
   cleanup();
   vi.resetAllMocks();
@@ -491,6 +515,7 @@ function Host({
   onViewHistory,
   onConfigureModel = () => {},
   libraryView,
+  raw = false,
 }: {
   simplified?: boolean;
   date?: string | null;
@@ -509,6 +534,7 @@ function Host({
   onViewHistory?(): void;
   onConfigureModel?(): void;
   libraryView?: Parameters<typeof MemoryMap>[0]["libraryView"];
+  raw?: boolean;
 } = {}) {
   const [detail, setDetail] = useState<MemoryDetail | null>(null);
   const [detailLoad, setDetailLoad] = useState<{
@@ -518,6 +544,7 @@ function Host({
   return (
     <MemoryMap
       simplified={simplified}
+      contentKind={raw ? "raw" : "memory"}
       libraryView={libraryView}
       hidden={hidden}
       overlayBlocked={overlayBlocked}
@@ -587,6 +614,61 @@ function Host({
     />
   );
 }
+
+it("windows raw rows and automatically continues near the bottom", () => {
+  const items = Array.from({ length: 150 }, (_, index) => ({
+    ...memories[0],
+    memory_id: `raw-${index}`,
+    content: `原始会话 ${index}`,
+  }));
+  const onMore = vi.fn();
+  const sourceIds = Object.fromEntries(
+    items.map((item) => [item.memory_id, ["cursor"]]),
+  );
+  render(
+    <Host
+      simplified
+      raw
+      items={items}
+      libraryView={{
+        query: "",
+        source: "",
+        page: {
+          items,
+          total: 1_600,
+          offset: 0,
+          limit: 50,
+          source_ids_by_memory: sourceIds,
+        },
+        loading: false,
+        failed: false,
+        stale: false,
+        cursorPaging: true,
+        hasMore: true,
+        onQuery: vi.fn(),
+        onSource: vi.fn(),
+        resetPage: vi.fn(),
+        onPage: vi.fn(),
+        onMore,
+        onRetry: vi.fn(),
+      }}
+    />,
+  );
+  const list = screen.getByRole("list", { name: "原始对话" });
+  Object.defineProperties(list, {
+    clientHeight: { configurable: true, value: 500 },
+    scrollHeight: { configurable: true, value: 17_400 },
+    scrollTop: { configurable: true, writable: true, value: 16_500 },
+  });
+  fireEvent.scroll(list);
+
+  expect(onMore).toHaveBeenCalledTimes(1);
+  expect(document.querySelectorAll("[data-memory-id]").length).toBeLessThan(30);
+  expect(screen.getByRole("button", { name: "加载更多" }).classList).toContain(
+    "map-load-more",
+  );
+});
+
 it("does not present an unverified empty page as zero memories", () => {
   const page = {
     items: [],

memhub/apps/web/src/MemoryMap.tsx

@@ -16,6 +16,7 @@ import type {
 import type { GuiLocale } from "@one-memory/i18n";
 import {
   ArrowUp,
+  ChevronDown,
   ChevronLeft,
   ChevronRight,
   FileText,
@@ -51,6 +52,7 @@ import {
 } from "./memory-map-model";
 import { OptionMenu } from "./OptionMenu";
 import { R6Button } from "./R6Controls";
+import { RawConversationGraph3D } from "./RawConversationGraph3D";
 import { SelectedMemoryDetail } from "./SelectedMemoryDetail";
 import { SelectedRawDetail } from "./SelectedRawDetail";
 import { sourceNameOr } from "./source-label";
@@ -106,16 +108,21 @@ type Props = {
     /** The graph for the current source/query scope has not arrived yet. */
     graphLoading?: boolean;
     graphFailed?: boolean;
+    graphLoaded?: number;
+    graphTotal?: number;
     stale: boolean;
     settledSource?: string;
     settledQuery?: string;
     requestedOffset?: number;
+    cursorPaging?: boolean;
+    hasMore?: boolean;
     /** The source id the SDK uses for "no source given" (shown as 未识别来源). */
     unattributedSource?: string;
     onQuery(value: string): void;
     onSource(value: string): void;
     resetPage(): void;
     onPage(offset: number): void;
+    onMore?(): void;
     onRetry(): void;
   };
 };
@@ -176,6 +183,8 @@ const SCENE_LABELS: Record<SdkMemoryScene, string> = {
   working: "工作",
   coding: "编码",
 };
+const RAW_ROW_HEIGHT = 116;
+const RAW_LIST_OVERSCAN = 6;
 
 export function MemoryMap(props: Props) {
   const { locale, text, count, plain } = useMemoryLanguage();
@@ -254,6 +263,10 @@ export function MemoryMap(props: Props) {
   const pane = useRef<HTMLElement>(null);
   const memoryList = useRef<HTMLUListElement>(null);
   const inspectorBody = useRef<HTMLDivElement>(null);
+  const [rawListWindow, setRawListWindow] = useState({
+    start: 0,
+    end: 20,
+  });
   const openedDefault = useRef(false);
   const scrollSelection = useRef(false);
   const controlledSource = library
@@ -339,6 +352,33 @@ export function MemoryMap(props: Props) {
       ),
     [active, group, search, serverPaged, axis, groupKey],
   );
+  const rawWindowed = raw && !!library?.cursorPaging && filtered.length > 100;
+  const visibleMemories = rawWindowed
+    ? filtered.slice(rawListWindow.start, rawListWindow.end)
+    : filtered;
+  const rawTopSpace = rawWindowed ? rawListWindow.start * RAW_ROW_HEIGHT : 0;
+  const rawBottomSpace = rawWindowed
+    ? Math.max(0, filtered.length - rawListWindow.end) * RAW_ROW_HEIGHT
+    : 0;
+  const updateRawListWindow = useCallback(
+    (element: HTMLUListElement) => {
+      if (!rawWindowed) return;
+      const first = Math.max(
+        0,
+        Math.floor(element.scrollTop / RAW_ROW_HEIGHT) - RAW_LIST_OVERSCAN,
+      );
+      const visible = Math.ceil(element.clientHeight / RAW_ROW_HEIGHT);
+      setRawListWindow({
+        start: first,
+        end: Math.min(filtered.length, first + visible + RAW_LIST_OVERSCAN * 2),
+      });
+    },
+    [filtered.length, rawWindowed],
+  );
+  useLayoutEffect(() => {
+    if (rawWindowed && memoryList.current)
+      updateRawListWindow(memoryList.current);
+  }, [rawWindowed, updateRawListWindow]);
   const projection = useMemo(() => {
     // Until the new scope's graph arrives (or after it failed), drawing the
     // previous scope's graph would show the wrong source.
@@ -354,7 +394,7 @@ export function MemoryMap(props: Props) {
     // left-hand list window. Projecting the graph back down to the current
     // 20-row page made "All applications" look like whichever source happened
     // to dominate that page. Keyword search is intentionally page-scoped.
-    if (serverPaged && !library?.query) {
+    if (serverPaged && (!library?.query || raw)) {
       return (
         baseGraph ??
         projectMap(
@@ -406,6 +446,7 @@ export function MemoryMap(props: Props) {
     search,
     sources,
     serverPaged,
+    raw,
     library?.query,
     library?.graphLoading,
     library?.graphFailed,
@@ -1023,11 +1064,42 @@ export function MemoryMap(props: Props) {
         )}
         <ul
           ref={memoryList}
-          className="map-memory-list"
+          className={`map-memory-list${raw ? " raw" : ""}`}
           aria-label={raw ? t("memory:原始对话") : text("地图记忆列表")}
           id="memory-pane-memories"
+          onScroll={(event) => {
+            const element = event.currentTarget;
+            updateRawListWindow(element);
+            if (
+              library?.cursorPaging &&
+              library.hasMore &&
+              !pageTransitioning &&
+              element.scrollHeight - element.scrollTop - element.clientHeight <
+                element.clientHeight
+            )
+              library.onMore?.();
+          }}
+          onWheel={(event) => {
+            const element = event.currentTarget;
+            if (
+              event.deltaY > 0 &&
+              library?.cursorPaging &&
+              library.hasMore &&
+              !pageTransitioning &&
+              element.scrollHeight - element.scrollTop - element.clientHeight <
+                8
+            )
+              library.onMore?.();
+          }}
         >
-          {filtered.map((m) => (
+          {rawTopSpace ? (
+            <li
+              className="map-memory-spacer"
+              style={{ height: rawTopSpace }}
+              aria-hidden="true"
+            />
+          ) : null}
+          {visibleMemories.map((m) => (
             <li key={m.memory_id} data-memory-id={m.memory_id}>
               <button
                 type="button"
@@ -1083,6 +1155,13 @@ export function MemoryMap(props: Props) {
               </button>
             </li>
           ))}
+          {rawBottomSpace ? (
+            <li
+              className="map-memory-spacer"
+              style={{ height: rawBottomSpace }}
+              aria-hidden="true"
+            />
+          ) : null}
         </ul>
         {library?.failed && (
           <div role="alert">
@@ -1131,62 +1210,93 @@ export function MemoryMap(props: Props) {
               aria-busy={pageTransitioning || undefined}
               className="map-pagination"
             >
-              <button
-                type="button"
-                className="quiet map-tool"
-                aria-label={text("上一页记忆")}
-                title={text("上一页记忆")}
-                disabled={pageTransitioning || library.page.offset === 0}
-                onClick={() => {
-                  if (axis === "topic") setGroupKey("");
-                  if (library.page) {
-                    const offset = library.page.offset - library.page.limit;
-                    setPageRetrying(false);
-                    pageRetrySawLoading.current = false;
-                    setPendingPageOffset(offset);
-                    library.onPage(offset);
-                  }
-                }}
-              >
-                <ChevronLeft size={16} aria-hidden="true" />
-              </button>
-              <span>
-                {text(
-                  "共 {count} 条，第 {page} / {pages} 页",
-                  {
-                    count: count(library.page.total),
-                    page:
-                      library.page.total === 0
-                        ? 0
-                        : Math.floor(library.page.offset / library.page.limit) +
-                          1,
-                    pages: Math.ceil(library.page.total / library.page.limit),
-                  },
-                  library.page.total,
-                )}
-              </span>
-              <button
-                type="button"
-                className="quiet map-tool"
-                aria-label={text("下一页记忆")}
-                title={text("下一页记忆")}
-                disabled={
-                  pageTransitioning ||
-                  library.page.offset + library.page.limit >= library.page.total
-                }
-                onClick={() => {
-                  if (axis === "topic") setGroupKey("");
-                  if (library.page) {
-                    const offset = library.page.offset + library.page.limit;
-                    setPageRetrying(false);
-                    pageRetrySawLoading.current = false;
-                    setPendingPageOffset(offset);
-                    library.onPage(offset);
-                  }
-                }}
-              >
-                <ChevronRight size={16} aria-hidden="true" />
-              </button>
+              {library.cursorPaging ? (
+                library.hasMore ? (
+                  <button
+                    type="button"
+                    className="map-load-more"
+                    disabled={pageTransitioning}
+                    aria-label={
+                      pageTransitioning ? text("正在读取…") : text("加载更多")
+                    }
+                    title={
+                      pageTransitioning ? text("正在读取…") : text("加载更多")
+                    }
+                    onClick={() => library.onMore?.()}
+                  >
+                    <ChevronDown
+                      size={18}
+                      aria-hidden="true"
+                      className={pageTransitioning ? "loading" : undefined}
+                    />
+                  </button>
+                ) : (
+                  <span>{text("已加载全部")}</span>
+                )
+              ) : (
+                <>
+                  <button
+                    type="button"
+                    className="quiet map-tool"
+                    aria-label={text("上一页记忆")}
+                    title={text("上一页记忆")}
+                    disabled={pageTransitioning || library.page.offset === 0}
+                    onClick={() => {
+                      if (axis === "topic") setGroupKey("");
+                      if (library.page) {
+                        const offset = library.page.offset - library.page.limit;
+                        setPageRetrying(false);
+                        pageRetrySawLoading.current = false;
+                        setPendingPageOffset(offset);
+                        library.onPage(offset);
+                      }
+                    }}
+                  >
+                    <ChevronLeft size={16} aria-hidden="true" />
+                  </button>
+                  <span>
+                    {text(
+                      "共 {count} 条，第 {page} / {pages} 页",
+                      {
+                        count: count(library.page.total),
+                        page:
+                          library.page.total === 0
+                            ? 0
+                            : Math.floor(
+                                library.page.offset / library.page.limit,
+                              ) + 1,
+                        pages: Math.ceil(
+                          library.page.total / library.page.limit,
+                        ),
+                      },
+                      library.page.total,
+                    )}
+                  </span>
+                  <button
+                    type="button"
+                    className="quiet map-tool"
+                    aria-label={text("下一页记忆")}
+                    title={text("下一页记忆")}
+                    disabled={
+                      pageTransitioning ||
+                      library.page.offset + library.page.limit >=
+                        library.page.total
+                    }
+                    onClick={() => {
+                      if (axis === "topic") setGroupKey("");
+                      if (library.page) {
+                        const offset = library.page.offset + library.page.limit;
+                        setPageRetrying(false);
+                        pageRetrySawLoading.current = false;
+                        setPendingPageOffset(offset);
+                        library.onPage(offset);
+                      }
+                    }}
+                  >
+                    <ChevronRight size={16} aria-hidden="true" />
+                  </button>
+                </>
+              )}
             </nav>
           )}
         {!library && loaded && !filtered.length && (search || groupKey) && (
@@ -1213,19 +1323,38 @@ export function MemoryMap(props: Props) {
             <h2>
               {props.simplified
                 ? raw
-                  ? t("memory:原始对话")
+                  ? text("来源归属")
                   : text("记忆关联")
                 : label}
             </h2>
-            {props.simplified && (
-              <p className="selected-graph-subtitle">
-                {projection.nodes.length
-                  ? text("来源归属")
-                  : raw
-                    ? t("sdk.raw.empty")
-                    : text("可在沉淀记忆后查看视图")}
+            {props.simplified && raw && library?.graphTotal !== undefined ? (
+              <p className="selected-graph-subtitle" role="status">
+                {library.graphLoading
+                  ? `${text("正在读取记忆地图…")} ${new Intl.NumberFormat(
+                      locale,
+                    ).format(
+                      library.graphLoaded ?? 0,
+                    )} / ${new Intl.NumberFormat(locale).format(
+                      library.graphTotal,
+                    )}`
+                  : `${new Intl.NumberFormat(locale).format(
+                      library.graphLoaded ?? 0,
+                    )} / ${new Intl.NumberFormat(locale).format(
+                      library.graphTotal,
+                    )}`}
               </p>
-            )}
+            ) : null}
+            {props.simplified &&
+              (!raw || !projection.nodes.length) &&
+              !(raw && library?.graphLoading) && (
+                <p className="selected-graph-subtitle">
+                  {projection.nodes.length
+                    ? text("来源归属")
+                    : raw
+                      ? t("sdk.raw.empty")
+                      : text("可在沉淀记忆后查看视图")}
+                </p>
+              )}
           </div>
           {compact && (activeId || selectedSource) && !inspectorOpen && (
             <button
@@ -1245,14 +1374,25 @@ export function MemoryMap(props: Props) {
         </header>
         <div className="map-canvas" data-tour-id="memory-map-canvas">
           {projection.nodes.length && (!props.simplified || !hidden) ? (
-            <MemoryGraph3D
-              graph={projection}
-              selectedNodeId={
-                visibleGroupNode?.node_id ??
-                (activeId ? `memory:${activeId}` : null)
-              }
-              onSelectNode={pickNode}
-            />
+            raw ? (
+              <RawConversationGraph3D
+                graph={projection}
+                selectedNodeId={
+                  visibleGroupNode?.node_id ??
+                  (activeId ? `memory:${activeId}` : null)
+                }
+                onSelectNode={pickNode}
+              />
+            ) : (
+              <MemoryGraph3D
+                graph={projection}
+                selectedNodeId={
+                  visibleGroupNode?.node_id ??
+                  (activeId ? `memory:${activeId}` : null)
+                }
+                onSelectNode={pickNode}
+              />
+            )
           ) : (
             <div className="map-empty-stage">
               <Network size={32} strokeWidth={1} />

memhub/apps/web/src/MemoryModeCards.test.tsx

@@ -0,0 +1,70 @@
+// @vitest-environment jsdom
+
+import { cleanup, render, screen } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { afterEach, expect, it, vi } from "vitest";
+import { LanguageProvider } from "./gui-language";
+import { MemoryModeCards } from "./MemoryModeCards";
+
+afterEach(cleanup);
+
+it("shows every mode feature and reveals Ultra scheduling after selection", async () => {
+  const onChange = vi.fn();
+  const user = userEvent.setup();
+  const view = (value: "lite" | "pro" | "ultra") => (
+    <LanguageProvider>
+      <MemoryModeCards
+        aria-label="记忆模式"
+        value={value}
+        layout="rows"
+        onChange={onChange}
+        ultraDetail={
+          <div>
+            <strong>每天自动整合</strong>
+            <small>默认 03:00，可在设置中修改。</small>
+          </div>
+        }
+      />
+    </LanguageProvider>
+  );
+  const { rerender } = render(view("pro"));
+
+  expect(screen.getByRole("radiogroup", { name: "记忆模式" })).toBeTruthy();
+  expect(screen.getAllByRole("radio")).toHaveLength(3);
+  expect(screen.getByText("不调用生成模型")).toBeTruthy();
+  expect(screen.getByText("沉淀高级记忆")).toBeTruthy();
+  expect(screen.getByText("增强关联召回")).toBeTruthy();
+  expect(screen.queryByText("每天自动整合")).toBeNull();
+
+  await user.click(screen.getByRole("radio", { name: /深度记忆/ }));
+  expect(onChange).toHaveBeenCalledWith("ultra", expect.any(HTMLInputElement));
+
+  rerender(view("ultra"));
+  expect(screen.getByText("每天自动整合")).toBeTruthy();
+});
+
+it("preserves per-mode disabled behavior", () => {
+  render(
+    <LanguageProvider>
+      <MemoryModeCards
+        aria-label="记忆模式"
+        value="lite"
+        disabled={(mode) => mode !== "lite"}
+        onChange={vi.fn()}
+      />
+    </LanguageProvider>,
+  );
+
+  expect(screen.getByRole("radio", { name: /基础记忆/ })).toHaveProperty(
+    "disabled",
+    false,
+  );
+  expect(screen.getByRole("radio", { name: /智能记忆/ })).toHaveProperty(
+    "disabled",
+    true,
+  );
+  expect(screen.getByRole("radio", { name: /深度记忆/ })).toHaveProperty(
+    "disabled",
+    true,
+  );
+});

memhub/apps/web/src/MemoryModeCards.tsx

@@ -0,0 +1,131 @@
+import type { MemoryPipelineMode } from "@one-memory/contracts";
+import { Check, Clock3 } from "lucide-react";
+import { type ReactNode, useId } from "react";
+import { MODE_COPY } from "./memory-mode-ui";
+import { useOnboardingTranslation } from "./onboarding-language";
+import "./memory-mode-cards.css";
+
+const MODES: Array<{
+  id: MemoryPipelineMode;
+  index: string;
+  description: string;
+}> = [
+  {
+    id: "lite",
+    index: "01",
+    description: "不调用生成模型。保存并检索原始对话，不再生成高级记忆。",
+  },
+  {
+    id: "pro",
+    index: "02",
+    description: "使用当前模型从新对话中提取事实、偏好和计划。",
+  },
+  {
+    id: "ultra",
+    index: "03",
+    description: "在智能记忆之上使用知识图谱，并默认每天 03:00 自动整合记忆。",
+  },
+];
+
+export function MemoryModeCards({
+  value,
+  current,
+  currentBadge,
+  disabled = false,
+  layout = "grid",
+  onChange,
+  ultraDetail,
+  "aria-label": ariaLabel,
+  "aria-busy": ariaBusy,
+}: {
+  value: MemoryPipelineMode | null;
+  current?: MemoryPipelineMode;
+  currentBadge?: ReactNode;
+  disabled?: boolean | ((mode: MemoryPipelineMode) => boolean);
+  layout?: "grid" | "rows";
+  onChange(mode: MemoryPipelineMode, control: HTMLInputElement): void;
+  ultraDetail?: ReactNode;
+  "aria-label": string;
+  "aria-busy"?: boolean;
+}) {
+  const { text } = useOnboardingTranslation();
+  const name = useId();
+  const unavailable = (mode: MemoryPipelineMode) =>
+    typeof disabled === "function" ? disabled(mode) : disabled;
+
+  return (
+    <div
+      className={`memory-mode-cards memory-mode-cards--${layout}`}
+      role="radiogroup"
+      aria-label={ariaLabel}
+      aria-busy={ariaBusy || undefined}
+    >
+      <div className="memory-mode-card-list">
+        {MODES.map((mode) => {
+          const selected = value === mode.id;
+          const modeDisabled = unavailable(mode.id);
+          const localizedTitle = text(MODE_COPY[mode.id].title);
+          const title = localizedTitle.replace(
+            /\s*[（(](?:lite|pro|ultra)[)）]\s*$/i,
+            "",
+          );
+          const features = text(MODE_COPY[mode.id].description).split(
+            /\s*·\s*/,
+          );
+          return (
+            <div
+              key={mode.id}
+              className="memory-mode-card"
+              data-mode={mode.id}
+              data-selected={selected || undefined}
+              data-current={current === mode.id || undefined}
+              data-disabled={modeDisabled || undefined}
+            >
+              <label className="memory-mode-card-choice">
+                <input
+                  type="radio"
+                  name={name}
+                  value={mode.id}
+                  aria-label={localizedTitle}
+                  checked={selected}
+                  disabled={modeDisabled}
+                  onChange={(event) => onChange(mode.id, event.currentTarget)}
+                />
+                <span className="memory-mode-title">
+                  <span className="memory-mode-index">{mode.index}</span>
+                  <strong>{title}</strong>
+                  <span className="memory-mode-tier">
+                    {mode.id.toUpperCase()}
+                  </span>
+                  {current === mode.id && currentBadge ? (
+                    <span className="memory-mode-current">{currentBadge}</span>
+                  ) : null}
+                  <span className="memory-mode-radio" aria-hidden="true">
+                    {selected ? <Check size={13} /> : null}
+                  </span>
+                </span>
+                <span className="memory-mode-description">
+                  {text(mode.description)}
+                </span>
+                <span className="memory-mode-features">
+                  {features.map((feature) => (
+                    <span key={feature}>
+                      <i aria-hidden="true" />
+                      {text(feature)}
+                    </span>
+                  ))}
+                </span>
+                {mode.id === "ultra" && selected && ultraDetail ? (
+                  <div className="memory-mode-detail">
+                    <Clock3 size={14} aria-hidden="true" />
+                    <div>{ultraDetail}</div>
+                  </div>
+                ) : null}
+              </label>
+            </div>
+          );
+        })}
+      </div>
+    </div>
+  );
+}

memhub/apps/web/src/MemoryModeSettings.test.tsx

@@ -22,6 +22,7 @@ import {
   setMemoryMode,
 } from "./api";
 import { MemoryModeSettings } from "./MemoryModeSettings";
+import { resetClient } from "./query-client";
 
 vi.mock("./api", () => ({
   getMemoryMode: vi.fn(),
@@ -81,6 +82,7 @@ async function chooseMode(
 
 afterEach(() => {
   cleanup();
+  resetClient();
   vi.clearAllMocks();
   vi.mocked(apiErrorCode).mockReturnValue(null);
   vi.mocked(memoryModePlanUnsupported).mockReturnValue(false);
@@ -96,7 +98,7 @@ it("renders all settings modes as one grouped shared choice list", async () => {
   expect(within(group).getAllByRole("radio")).toHaveLength(3);
   expect(
     within(group).getByText("当前模式").closest("label")?.textContent,
-  ).toContain("智能记忆（pro）");
+  ).toContain("智能记忆PRO");
 });
 
 it("confirms the data effects before switching to lite", async () => {
@@ -115,9 +117,7 @@ it("confirms the data effects before switching to lite", async () => {
   expect(screen.getByText("搜索范围")).toBeTruthy();
   expect(setMemoryMode).not.toHaveBeenCalled();
 
-  await user.click(
-    screen.getByRole("button", { name: "切换到基础记忆（lite）" }),
-  );
+  await user.click(screen.getByRole("button", { name: "确认选择" }));
   await waitFor(() => expect(setMemoryMode).toHaveBeenCalledWith("lite"));
   await waitFor(() =>
     expect(document.activeElement).toBe(
@@ -139,7 +139,7 @@ it("traps modal focus, closes on Escape and restores the mode-card focus", async
   expect(outside.inert).toBe(true);
   await user.keyboard("{Shift>}{Tab}{/Shift}");
   expect(document.activeElement).toBe(
-    screen.getByRole("button", { name: "切换到基础记忆（lite）" }),
+    screen.getByRole("button", { name: "确认选择" }),
   );
   await user.keyboard("{Escape}");
 
@@ -155,9 +155,7 @@ it("keeps focus inside the modal while the mode change is pending", async () =>
   const user = userEvent.setup();
   render(<MemoryModeSettings hasActiveModel onConfigureModel={vi.fn()} />);
   await chooseMode(user, /基础记忆（lite）/);
-  await user.click(
-    screen.getByRole("button", { name: "切换到基础记忆（lite）" }),
-  );
+  await user.click(screen.getByRole("button", { name: "确认选择" }));
 
   const modal = screen.getByRole("dialog");
   await waitFor(() => expect(document.activeElement).toBe(modal));
@@ -229,11 +227,11 @@ it("explains model cost, search scope and the next step before switching to ultr
 
   expect(screen.getByText("模型调用与费用")).toBeTruthy();
   expect(screen.getByText("搜索范围")).toBeTruthy();
-  expect(screen.getByText("切换后")).toBeTruthy();
+  expect(screen.getByText("选择后")).toBeTruthy();
   expect(screen.getByText(/已经处理完的旧对话不会补做/)).toBeTruthy();
   expect(screen.getByText("知识图谱")).toBeTruthy();
   expect(screen.getAllByText("已有数据")).toHaveLength(1);
-  expect(screen.getByText(/切换本身不会立即整合/)).toBeTruthy();
+  expect(screen.getByText(/选择模式本身不会立即整合/)).toBeTruthy();
 });
 
 it("distinguishes regular memories from higher-level Ultra data when switching to pro", async () => {
@@ -279,9 +277,7 @@ it("focuses the Evolve settings after switching to ultra", async () => {
   vi.mocked(getMemoryMode).mockResolvedValue(state("ultra"));
 
   await chooseMode(user, /深度记忆（ultra）/);
-  await user.click(
-    screen.getByRole("button", { name: "切换到深度记忆（ultra）" }),
-  );
+  await user.click(screen.getByRole("button", { name: "确认选择" }));
 
   await waitFor(() =>
     expect(document.activeElement?.getAttribute("id")).toContain("-evolve"),
@@ -300,13 +296,131 @@ it("shows the default nightly evolve controls in ultra", async () => {
       "aria-checked",
     ),
   ).toBe("true");
-  expect((screen.getByLabelText("执行时间") as HTMLInputElement).value).toBe(
-    "03:00",
-  );
+  const timePicker = screen.getByRole("button", {
+    name: "执行时间，03:00",
+  });
+  expect(timePicker.tagName).toBe("BUTTON");
+  expect(timePicker.textContent).toContain("03:00");
   expect(screen.getByText(/只运行这一次，不改变每天的计划/)).toBeTruthy();
   expect(screen.getByRole("button", { name: "立即整合" })).toBeTruthy();
 });
 
+it("opens the time picker from the whole control and saves a complete time", async () => {
+  prepare("ultra");
+  vi.mocked(setEvolveSchedule).mockResolvedValue({
+    enabled: true,
+    time: "04:30",
+  });
+  const user = userEvent.setup();
+  render(<MemoryModeSettings hasActiveModel onConfigureModel={vi.fn()} />);
+
+  const trigger = await screen.findByRole("button", {
+    name: "执行时间，03:00",
+  });
+  await user.click(trigger);
+
+  const picker = screen.getByRole("dialog", { name: "执行时间" });
+  await user.selectOptions(
+    within(picker).getByRole("listbox", { name: "执行时间 HH" }),
+    "04",
+  );
+  await user.selectOptions(
+    within(picker).getByRole("listbox", { name: "执行时间 MM" }),
+    "30",
+  );
+  expect(setEvolveSchedule).not.toHaveBeenCalled();
+
+  await user.click(within(picker).getByRole("button", { name: "保存修改" }));
+  await waitFor(() =>
+    expect(setEvolveSchedule).toHaveBeenCalledExactlyOnceWith({
+      time: "04:30",
+    }),
+  );
+  await waitFor(() =>
+    expect(screen.getByRole("button", { name: "执行时间，04:30" })).toBe(
+      document.activeElement,
+    ),
+  );
+  expect(screen.queryByRole("dialog", { name: "执行时间" })).toBeNull();
+});
+
+it("keeps Tab inside the time picker and restores focus on Escape", async () => {
+  prepare("ultra");
+  const user = userEvent.setup();
+  render(<MemoryModeSettings hasActiveModel onConfigureModel={vi.fn()} />);
+
+  const trigger = await screen.findByRole("button", {
+    name: "执行时间，03:00",
+  });
+  await user.click(trigger);
+  const picker = screen.getByRole("dialog", { name: "执行时间" });
+  const hours = within(picker).getByRole("listbox", {
+    name: "执行时间 HH",
+  });
+  const save = within(picker).getByRole("button", { name: "保存修改" });
+  expect(document.activeElement).toBe(hours);
+  await user.keyboard("{Shift>}{Tab}{/Shift}");
+  expect(document.activeElement).toBe(save);
+  await user.keyboard("{Tab}");
+  expect(document.activeElement).toBe(hours);
+
+  await user.keyboard("{Escape}");
+
+  expect(screen.queryByRole("dialog", { name: "执行时间" })).toBeNull();
+  expect(document.activeElement).toBe(trigger);
+});
+
+it("keeps the selected time open for retry when saving fails", async () => {
+  prepare("ultra");
+  vi.mocked(setEvolveSchedule).mockRejectedValue(new Error("offline"));
+  const user = userEvent.setup();
+  render(<MemoryModeSettings hasActiveModel onConfigureModel={vi.fn()} />);
+
+  await user.click(
+    await screen.findByRole("button", { name: "执行时间，03:00" }),
+  );
+  const picker = screen.getByRole("dialog", { name: "执行时间" });
+  const minutes = within(picker).getByRole("listbox", {
+    name: "执行时间 MM",
+  });
+  await user.selectOptions(minutes, "30");
+  await user.click(within(picker).getByRole("button", { name: "保存修改" }));
+
+  expect(
+    await screen.findByText("自动整合设置未能保存，请重试。"),
+  ).toBeTruthy();
+  expect(screen.getByRole("dialog", { name: "执行时间" })).toBeTruthy();
+  expect((minutes as HTMLSelectElement).value).toBe("30");
+  await waitFor(() =>
+    expect(document.activeElement).toBe(
+      within(picker).getByRole("button", { name: "保存修改" }),
+    ),
+  );
+});
+
+it("keeps the time dialog and focus stable while saving is pending", async () => {
+  prepare("ultra");
+  vi.mocked(setEvolveSchedule).mockReturnValue(new Promise(() => {}));
+  const user = userEvent.setup();
+  render(<MemoryModeSettings hasActiveModel onConfigureModel={vi.fn()} />);
+
+  await user.click(
+    await screen.findByRole("button", { name: "执行时间，03:00" }),
+  );
+  const picker = screen.getByRole("dialog", { name: "执行时间" });
+  await user.selectOptions(
+    within(picker).getByRole("listbox", { name: "执行时间 MM" }),
+    "30",
+  );
+  await user.click(within(picker).getByRole("button", { name: "保存修改" }));
+  await waitFor(() => expect(setEvolveSchedule).toHaveBeenCalledTimes(1));
+
+  expect(document.activeElement).toBe(picker);
+  await user.keyboard("{Escape}");
+  expect(screen.getByRole("dialog", { name: "执行时间" })).toBe(picker);
+  expect(document.activeElement).toBe(picker);
+});
+
 it("hides the time field when automatic evolve is off and keeps the saved time visible", async () => {
   prepare("ultra");
   vi.mocked(setEvolveSchedule).mockResolvedValue({
@@ -322,7 +436,7 @@ it("hides the time field when automatic evolve is off and keeps the saved time v
   await user.click(automatic);
 
   await screen.findByText(/重新开启后仍按 03:00 运行/);
-  expect(screen.queryByLabelText("执行时间")).toBeNull();
+  expect(screen.queryByRole("button", { name: /执行时间/ })).toBeNull();
   expect(screen.getByRole("button", { name: "立即整合" })).toBeTruthy();
 });
 
@@ -380,14 +494,12 @@ it("keeps a failed switch explanation inside the open confirmation dialog", asyn
   render(<MemoryModeSettings hasActiveModel onConfigureModel={vi.fn()} />);
 
   await chooseMode(user, /深度记忆（ultra）/);
-  await user.click(
-    screen.getByRole("button", { name: "切换到深度记忆（ultra）" }),
-  );
+  await user.click(screen.getByRole("button", { name: "确认选择" }));
 
   const dialog = screen.getByRole("dialog");
   expect(
     await within(dialog).findByText(
-      "当前安装缺少知识图谱组件，无法开启 ultra。",
+      "当前安装缺少知识图谱组件，无法选择 ultra。",
     ),
   ).toBeTruthy();
 });
@@ -423,7 +535,7 @@ it("blocks mode and Evolve controls during embedding maintenance", async () => {
 
   expect(
     await screen.findByText(
-      "正在检查或切换向量模型，完成前不能切换模式或手动整合。",
+      "正在检查或切换向量模型，完成前不能选择模式或手动整合。",
     ),
   ).toBeTruthy();
   expect(

memhub/apps/web/src/MemoryModeSettings.tsx

@@ -1,6 +1,4 @@
 import type {
-  EvolveOverview,
-  EvolveRunReceipt,
   EvolveSchedule,
   MemoryModeChange,
   MemoryModePlan,
@@ -11,7 +9,6 @@ import { legacyMemoryModePlan } from "@one-memory/operations";
 import { useCallback, useEffect, useId, useRef, useState } from "react";
 import {
   apiErrorCode,
-  getEvolveOverview,
   getEvolveSchedule,
   getMemoryMode,
   getMemoryProcessing,
@@ -25,96 +22,13 @@ import {
   commitConfirmedMemoryMode,
   issueConfirmedModeTicket,
 } from "./confirmed-memory-mode";
-import { MemoryModeChoiceList } from "./MemoryModeChoiceList";
+import { commitEvolveRun, useEvolveState } from "./evolve-state";
+import { MemoryModeCards } from "./MemoryModeCards";
+import { BLOCKER_COPY, MemoryModeConfirmDialog } from "./memory-mode-ui";
 import { useOnboardingTranslation } from "./onboarding-language";
-import { R6Button, R6Switch } from "./R6Controls";
+import { R6Button } from "./R6Controls";
 import { R6StateRecovery } from "./R6StateRecovery";
-
-const MODE_COPY: Record<
-  MemoryPipelineMode,
-  { title: string; description: string }
-> = {
-  lite: {
-    title: "基础记忆（lite）",
-    description: "保存原始对话 · 不调用生成模型 · 搜索原始会话",
-  },
-  pro: {
-    title: "智能记忆（pro）",
-    description: "沉淀高级记忆 · 调用生成模型 · 搜索沉淀记忆",
-  },
-  ultra: {
-    title: "深度记忆（ultra）",
-    description: "智能记忆 + 知识图谱 · 可自动 Evolve · 增强关联召回",
-  },
-};
-
-function planRows(plan: MemoryModePlan) {
-  const rows = [
-    {
-      label: "新对话",
-      content:
-        plan.capabilities.content_plane === "raw"
-          ? "之后只保存原始对话，不再生成新记忆。"
-          : plan.capabilities.graph_enabled
-            ? "新对话会整理成记忆并写入知识图谱。"
-            : "新对话会由模型整理成记忆。",
-    },
-    {
-      label: "模型调用与费用",
-      content: plan.capabilities.generation_required
-        ? plan.capabilities.evolve_available
-          ? "会调用当前生成模型；自动整合可能产生额外费用。切换本身不会立即整合。"
-          : "会调用当前生成模型，可能产生服务商费用。"
-        : "不调用生成模型，不再产生这部分费用。",
-    },
-    {
-      label: "搜索范围",
-      content:
-        plan.capabilities.content_plane === "raw"
-          ? "切换后搜索原始对话。"
-          : plan.capabilities.graph_enabled
-            ? "搜索沉淀记忆，并用知识图谱补充关联。"
-            : "搜索沉淀后的记忆。",
-    },
-  ];
-  if (plan.effects.includes("earlier_raw_not_extracted"))
-    rows.push({
-      label: "已有数据",
-      content: "已经处理完的旧对话不会补做；原始对话全部保留。",
-    });
-  if (plan.effects.includes("higher_mode_memories_hidden"))
-    rows.push({
-      label: "已有数据",
-      content:
-        plan.effective_target === "pro"
-          ? "普通沉淀记忆仍可使用；深度记忆新增的更高层记忆和图谱数据继续保留，但在智能记忆下不显示、不参与召回。原始对话不会删除。"
-          : "已有记忆继续保留，但在基础记忆下不显示、不参与召回；原始对话不会删除。",
-    });
-  if (plan.effects.includes("existing_memories_added_to_graph"))
-    rows.push({
-      label: "知识图谱",
-      content: "已有记忆会在后台加入知识图谱，期间仍可使用。",
-    });
-  if (plan.effects.includes("evolve_stopped"))
-    rows.push({
-      label: "每天自动整合",
-      content: "每天自动整合会停止，已经生成的数据不会删除。",
-    });
-  if (plan.capabilities.evolve_available)
-    rows.push({
-      label: "切换后",
-      content: "可设置每天自动整合时间，也可以随时立即整合一次。",
-    });
-  return rows;
-}
-
-const BLOCKER_COPY: Record<MemoryModePlan["blockers"][number], string> = {
-  active_model_required: "使用 pro 或 ultra 前需要先配置并启用生成模型。",
-  embedding_maintenance_in_progress:
-    "正在检查或切换向量模型，完成后才能切换记忆模式。",
-  memory_lifecycle_busy: "记忆维护正在进行，完成后才能切换模式。",
-  graph_store_unavailable: "当前安装缺少知识图谱组件，无法开启 ultra。",
-};
+import { UltraEvolveScheduleFields } from "./UltraEvolveScheduleFields";
 
 export function MemoryModeSettings({
   hasActiveModel,
@@ -131,7 +45,11 @@ export function MemoryModeSettings({
   const id = useId();
   const [state, setState] = useState<MemoryModeState | null>(null);
   const [schedule, setScheduleState] = useState<EvolveSchedule | null>(null);
-  const [overview, setOverview] = useState<EvolveOverview | null>(null);
+  const evolveState = useEvolveState();
+  const overview = evolveState.data ?? null;
+  const run =
+    overview?.running.find((candidate) => candidate.user_id === "local") ??
+    null;
   const [pendingMode, setPendingMode] = useState<MemoryPipelineMode | null>(
     null,
   );
@@ -140,67 +58,10 @@ export function MemoryModeSettings({
   const [maintenance, setMaintenance] = useState(false);
   const [error, setError] = useState("");
   const [readFailed, setReadFailed] = useState(false);
-  const [run, setRun] = useState<EvolveRunReceipt | null>(null);
   const refreshVersion = useRef(0);
-  const dialog = useRef<HTMLElement>(null);
   const dialogOpener = useRef<HTMLElement | null>(null);
   const focusEvolveWhenReady = useRef(false);
   const focusModeWhenReady = useRef<MemoryPipelineMode | null>(null);
-  const busyRef = useRef(false);
-  busyRef.current = busy;
-
-  useEffect(() => {
-    if (!pendingMode || !dialog.current) return;
-    const panel = dialog.current;
-    const inertSiblings = new Map<HTMLElement, boolean>();
-    let branch: HTMLElement = panel.parentElement ?? panel;
-    while (branch.parentElement) {
-      for (const sibling of branch.parentElement.children) {
-        if (!(sibling instanceof HTMLElement) || sibling === branch) continue;
-        inertSiblings.set(sibling, sibling.inert);
-        sibling.inert = true;
-      }
-      branch = branch.parentElement;
-      if (branch === document.body) break;
-    }
-    const controls = () =>
-      Array.from(panel.querySelectorAll<HTMLElement>("button:not(:disabled)"));
-    controls()[0]?.focus();
-    const handleKey = (event: KeyboardEvent) => {
-      if (event.key === "Escape" && !busyRef.current) {
-        event.preventDefault();
-        setPendingPlan(null);
-        setPendingMode(null);
-        return;
-      }
-      if (event.key !== "Tab") return;
-      const items = controls();
-      const first = items[0];
-      const last = items.at(-1);
-      if (!first || !last) {
-        event.preventDefault();
-        panel.focus();
-        return;
-      }
-      if (event.shiftKey && document.activeElement === first) {
-        event.preventDefault();
-        last.focus();
-      } else if (!event.shiftKey && document.activeElement === last) {
-        event.preventDefault();
-        first.focus();
-      }
-    };
-    panel.addEventListener("keydown", handleKey);
-    return () => {
-      panel.removeEventListener("keydown", handleKey);
-      for (const [sibling, wasInert] of inertSiblings) sibling.inert = wasInert;
-      if (dialogOpener.current?.isConnected) dialogOpener.current.focus();
-    };
-  }, [pendingMode]);
-
-  useEffect(() => {
-    if (pendingMode && busy) dialog.current?.focus();
-  }, [busy, pendingMode]);
 
   useEffect(() => {
     if (!focusEvolveWhenReady.current || pendingMode || state?.mode !== "ultra")
@@ -223,11 +84,10 @@ export function MemoryModeSettings({
   const refresh = useCallback(async () => {
     const version = ++refreshVersion.current;
     const modeTicket = issueConfirmedModeTicket("settings");
-    const [modeResult, scheduleResult, overviewResult, processingResult] =
+    const [modeResult, scheduleResult, processingResult] =
       await Promise.allSettled([
         getMemoryMode(),
         getEvolveSchedule(),
-        getEvolveOverview(),
         getMemoryProcessing(),
       ]);
     if (version !== refreshVersion.current) return;
@@ -243,10 +103,6 @@ export function MemoryModeSettings({
     }
     if (scheduleResult.status === "fulfilled")
       setScheduleState(scheduleResult.value);
-    if (overviewResult.status === "fulfilled") {
-      setOverview(overviewResult.value);
-      setRun(overviewResult.value.running[0] ?? null);
-    }
     if (processingResult.status === "fulfilled")
       setMaintenance(Boolean(processingResult.value.embedding_switch));
   }, [onModeChange]);
@@ -256,14 +112,11 @@ export function MemoryModeSettings({
   }, [refresh]);
 
   useEffect(() => {
-    const running =
-      maintenance ||
-      state?.graph_build.state === "running" ||
-      run?.state === "running";
+    const running = maintenance || state?.graph_build.state === "running";
     if (!running) return;
     const timer = window.setInterval(() => void refresh(), 1500);
     return () => window.clearInterval(timer);
-  }, [maintenance, refresh, run?.state, state?.graph_build.state]);
+  }, [maintenance, refresh, state?.graph_build.state]);
 
   const lifecycleBusy =
     maintenance ||
@@ -332,21 +185,31 @@ export function MemoryModeSettings({
     setError("");
     try {
       setScheduleState(await setEvolveSchedule(update));
+      return true;
     } catch {
       setError("自动整合设置未能保存，请重试。");
+      return false;
     } finally {
       setBusy(false);
     }
   }
 
   async function evolveNow() {
+    if (!state || !schedule) return;
     refreshVersion.current++;
     setBusy(true);
     setError("");
     try {
       const receipt = await startEvolve();
-      setRun(receipt);
-      await refresh();
+      commitEvolveRun(
+        receipt,
+        overview ?? {
+          mode: state.mode,
+          schedule,
+          users: {},
+          running: [],
+        },
+      );
     } catch (reason) {
       const code = apiErrorCode(reason);
       setError(
@@ -371,16 +234,11 @@ export function MemoryModeSettings({
           <p>{text("模式决定新对话如何保存，以及记忆页面展示什么。")}</p>
         </div>
       </div>
-      <MemoryModeChoiceList
+      <MemoryModeCards
         aria-label={text("当前模式")}
         aria-busy={state === null}
-        modes={(["lite", "pro", "ultra"] as const).map((mode) => ({
-          mode,
-          title: text(MODE_COPY[mode].title),
-          description: text(MODE_COPY[mode].description),
-        }))}
         current={state?.mode}
-        selected={state?.mode ?? null}
+        value={state?.mode ?? null}
         currentBadge={text("当前模式")}
         disabled={(mode) =>
           !state ||
@@ -390,6 +248,50 @@ export function MemoryModeSettings({
           (mode !== "lite" && !modelStateKnown)
         }
         onChange={(mode, control) => void choose(mode, control)}
+        ultraDetail={
+          state?.mode === "ultra" && schedule ? (
+            <section
+              id={`${id}-evolve`}
+              className="r6-evolve-settings r6-evolve-settings--in-card"
+              aria-labelledby={`${id}-evolve-title`}
+              tabIndex={-1}
+            >
+              <UltraEvolveScheduleFields
+                schedule={schedule}
+                headingId={`${id}-evolve-title`}
+                disabled={busy || maintenance}
+                onEnabledChange={(enabled) => void changeSchedule({ enabled })}
+                onTimeChange={(time) => changeSchedule({ time })}
+              />
+              <div className="r6-evolve-setting r6-evolve-setting--manual">
+                <div className="r6-evolve-setting-copy">
+                  <h3>{text("立即整合一次")}</h3>
+                  <p>
+                    {text("只运行这一次，不改变每天的计划。")}
+                    {" · "}
+                    {text(
+                      run?.state === "running"
+                        ? "正在整合记忆…"
+                        : last?.last_run_at
+                          ? text("上次整合：{time}").replace(
+                              "{time}",
+                              new Date(last.last_run_at).toLocaleString(locale),
+                            )
+                          : "尚未整合",
+                    )}
+                  </p>
+                </div>
+                <R6Button
+                  pending={run?.state === "running"}
+                  disabled={busy || lifecycleBusy}
+                  onClick={() => void evolveNow()}
+                >
+                  {text("立即整合")}
+                </R6Button>
+              </div>
+            </section>
+          ) : null
+        }
       />
       {state?.forced_by_env ? (
         <p className="r6-settings-note" role="status">
@@ -419,141 +321,19 @@ export function MemoryModeSettings({
         )
       ) : null}
 
-      {state?.mode === "ultra" && schedule ? (
-        <section
-          id={`${id}-evolve`}
-          className="r6-evolve-settings"
-          aria-labelledby={`${id}-evolve-title`}
-          tabIndex={-1}
-        >
-          <div className="r6-evolve-heading">
-            <h3 id={`${id}-evolve-title`}>{text("记忆整合（Evolve）")}</h3>
-            <p>{text("定期重新整理已有记忆，补充更稳定的关联和结论。")}</p>
-          </div>
-          <div className="r6-evolve-setting">
-            <div className="r6-evolve-setting-copy">
-              <h3>{text("每天自动整合")}</h3>
-              <p>
-                {text(
-                  schedule.enabled
-                    ? "每天 {time} 左右自动整合，使用这台设备的本地时间；休眠错过后会补跑。"
-                    : "已关闭。重新开启后仍按 {time} 运行；已生成的结果会保留。",
-                ).replace("{time}", schedule.time)}
-              </p>
-            </div>
-            <R6Switch
-              label={text("每天自动整合")}
-              checked={schedule.enabled}
-              disabled={busy || maintenance}
-              onCheckedChange={(enabled) => void changeSchedule({ enabled })}
-            />
-            {schedule.enabled ? (
-              <div className="r6-evolve-time">
-                <div>
-                  <label htmlFor={`${id}-evolve-time`}>
-                    {text("执行时间")}
-                  </label>
-                  <p>{text("使用这台设备的本地时间。")}</p>
-                </div>
-                <input
-                  id={`${id}-evolve-time`}
-                  type="time"
-                  value={schedule.time}
-                  disabled={busy || maintenance}
-                  onChange={(event) =>
-                    void changeSchedule({ time: event.target.value })
-                  }
-                />
-              </div>
-            ) : null}
-          </div>
-          <div className="r6-evolve-setting r6-evolve-setting--manual">
-            <div className="r6-evolve-setting-copy">
-              <h3>{text("立即整合一次")}</h3>
-              <p>
-                {text("只运行这一次，不改变每天的计划。")}
-                {" · "}
-                {text(
-                  run?.state === "running"
-                    ? "正在整合记忆…"
-                    : last?.last_run_at
-                      ? text("上次整合：{time}").replace(
-                          "{time}",
-                          new Date(last.last_run_at).toLocaleString(locale),
-                        )
-                      : "尚未整合",
-                )}
-              </p>
-            </div>
-            <R6Button
-              pending={run?.state === "running"}
-              disabled={busy || lifecycleBusy}
-              onClick={() => void evolveNow()}
-            >
-              {text("立即整合")}
-            </R6Button>
-          </div>
-        </section>
-      ) : null}
-
-      {pendingMode ? (
-        <div className="r6-settings-dialog-layer" role="presentation">
-          <section
-            ref={dialog}
-            className="r6-settings-dialog r6-mode-confirm-dialog"
-            role="dialog"
-            aria-modal="true"
-            aria-labelledby="memory-mode-confirm-title"
-            tabIndex={-1}
-          >
-            <h2 id="memory-mode-confirm-title">
-              {text("切换到 {mode}？").replace(
-                "{mode}",
-                text(MODE_COPY[pendingMode].title),
-              )}
-            </h2>
-            <dl className="r6-mode-confirm-effects">
-              {(pendingPlan ? planRows(pendingPlan) : []).map((row) => (
-                <div key={`${row.label}:${row.content}`}>
-                  <dt>{text(row.label)}</dt>
-                  <dd>{text(row.content)}</dd>
-                </div>
-              ))}
-            </dl>
-            {(pendingPlan?.blockers ?? []).map((blocker) => (
-              <p className="r6-settings-error" role="alert" key={blocker}>
-                {text(BLOCKER_COPY[blocker])}
-              </p>
-            ))}
-            {error ? (
-              <p className="r6-settings-error" role="alert">
-                {text(error)}
-              </p>
-            ) : null}
-            <footer>
-              <R6Button
-                disabled={busy}
-                onClick={() => {
-                  setPendingPlan(null);
-                  setPendingMode(null);
-                }}
-              >
-                {text("取消")}
-              </R6Button>
-              <R6Button
-                variant="primary"
-                pending={busy}
-                disabled={Boolean(pendingPlan?.blockers.length)}
-                onClick={() => void commitMode()}
-              >
-                {text("切换到 {mode}").replace(
-                  "{mode}",
-                  text(MODE_COPY[pendingMode].title),
-                )}
-              </R6Button>
-            </footer>
-          </section>
-        </div>
+      {pendingMode && pendingPlan ? (
+        <MemoryModeConfirmDialog
+          mode={pendingMode}
+          plan={pendingPlan}
+          busy={busy}
+          error={error}
+          opener={dialogOpener.current}
+          onCancel={() => {
+            setPendingPlan(null);
+            setPendingMode(null);
+          }}
+          onConfirm={() => void commitMode()}
+        />
       ) : null}
     </section>
   );

memhub/apps/web/src/MemorySpace.r6.test.tsx

@@ -12,6 +12,7 @@ import userEvent from "@testing-library/user-event";
 import { afterEach, expect, it, vi } from "vitest";
 import { LANGUAGE_STORAGE_KEY, LanguageProvider } from "./gui-language";
 import { MemorySpace } from "./MemorySpace";
+import { queryClient, resetClient } from "./query-client";
 
 it("translates memory filters and detail affordances live without refetching", async () => {
   setup();
@@ -77,7 +78,9 @@ const { reads } = vi.hoisted(() => ({
     processing: vi.fn(),
     profiles: vi.fn(),
     raw: vi.fn(),
+    rawGraph: vi.fn(),
     rawSearch: vi.fn(),
+    evolve: vi.fn(),
   },
 }));
 vi.mock("./api", async (importOriginal) => ({
@@ -87,7 +90,9 @@ vi.mock("./api", async (importOriginal) => ({
   getMemoryProcessing: reads.processing,
   getModelProfiles: reads.profiles,
   getSdkRaw: reads.raw,
+  getSdkRawGraph: reads.rawGraph,
   searchSdkRaw: reads.rawSearch,
+  getEvolveOverview: reads.evolve,
 }));
 vi.mock("./GraphWidthPrompt", () => ({ GraphWidthPrompt: () => null }));
 vi.mock("./MemoryAddComposer", () => ({
@@ -117,10 +122,19 @@ vi.mock("./MemoryAddComposer", () => ({
   ),
 }));
 vi.mock("./MemoryGraph3D", () => ({
-  MemoryGraph3D: () => <div data-testid="graph-owner" />,
+  MemoryGraph3D: ({ graph }: { graph?: { nodes?: unknown[] } | null }) => (
+    <div
+      data-testid="graph-owner"
+      data-graph-nodes={graph?.nodes?.length ?? 0}
+    />
+  ),
+}));
+vi.mock("./RawConversationGraph3D", () => ({
+  RawConversationGraph3D: () => <div data-testid="graph-owner" />,
 }));
 afterEach(() => {
   cleanup();
+  resetClient();
   vi.useRealTimers();
   vi.clearAllMocks();
 });
@@ -154,7 +168,94 @@ it("translates the model-required prompt without configuring a model", async ()
   localStorage.clear();
 });
 
+it("keeps the memory snapshot visible during Evolve and refreshes when it ends", async () => {
+  setup();
+  reads.processing.mockResolvedValue(modeProcessing("ultra"));
+  reads.evolve.mockResolvedValue({
+    mode: "ultra",
+    schedule: { enabled: true, time: "03:00" },
+    users: {},
+    running: [
+      {
+        run_id: "run-1",
+        user_id: "local",
+        state: "running",
+      },
+    ],
+  });
+  render(<MemorySpace simplified />);
+
+  expect((await screen.findAllByText("已保存的记忆")).length).toBeGreaterThan(
+    0,
+  );
+  expect(await screen.findByText("正在整合记忆…")).toBeTruthy();
+  const readsBeforeCompletion = reads.sdkLibrary.mock.calls.length;
+
+  act(() => {
+    queryClient.setQueryData(["evolve", "local"], {
+      mode: "ultra",
+      schedule: { enabled: true, time: "03:00" },
+      users: {},
+      running: [],
+    });
+  });
+
+  await waitFor(() =>
+    expect(reads.sdkLibrary.mock.calls.length).toBeGreaterThan(
+      readsBeforeCompletion,
+    ),
+  );
+});
+
+it("keeps the last successful graph when its Evolve refresh fails", async () => {
+  setup();
+  reads.processing.mockResolvedValue(modeProcessing("ultra"));
+  reads.evolve.mockResolvedValue({
+    mode: "ultra",
+    schedule: { enabled: true, time: "03:00" },
+    users: {},
+    running: [{ run_id: "run-1", user_id: "local", state: "running" }],
+  });
+  const firstSource = {
+    source_id: "cursor",
+    display_name: "Cursor",
+    authorized: true,
+    sync_enabled: true,
+    imported_messages: 1,
+    imported_conversations: 1,
+  } as SourceResponse;
+  const view = render(<MemorySpace simplified sources={[firstSource]} />);
+
+  await waitFor(() =>
+    expect(screen.getByTestId("graph-owner").dataset.graphNodes).toBe("1"),
+  );
+  reads.sdkGraph.mockRejectedValueOnce(new Error("evolve write lock"));
+
+  view.rerender(
+    <MemorySpace
+      simplified
+      sources={[
+        firstSource,
+        {
+          ...firstSource,
+          source_id: "codex",
+          display_name: "Codex",
+        },
+      ]}
+    />,
+  );
+
+  await waitFor(() => expect(reads.sdkGraph).toHaveBeenCalledTimes(2));
+  expect(screen.getByTestId("graph-owner").dataset.graphNodes).toBe("1");
+});
+
 function setup() {
+  reads.evolve.mockResolvedValue({
+    mode: "ultra",
+    schedule: { enabled: true, time: "03:00" },
+    users: {},
+    running: [],
+  });
   const memories = [
     {
       memory_id: "m1",
@@ -208,6 +309,25 @@ function setup() {
     limit: 100,
     offset: 0,
   });
+  reads.rawGraph.mockResolvedValue({
+    user_id: "local",
+    items: [
+      {
+        turn_id: "raw-1",
+        raw_id: "raw-1",
+        label: "原始对话内容",
+        source: "cursor",
+        session_id: "session-1",
+        memory_at: null,
+        gmt_created: 1_761_000_000,
+      },
+    ],
+    total: 1,
+    limit: 500,
+    offset: 0,
+    has_more: false,
+    snapshot_id: "snapshot-1",
+  });
   reads.rawSearch.mockResolvedValue([]);
 }
 
@@ -289,6 +409,11 @@ it("shows raw conversations instead of advanced memory in lite", async () => {
   render(<MemorySpace simplified />);
 
   expect(await screen.findAllByText("原始对话内容")).toHaveLength(2);
+  expect(screen.getByText("1 条原始对话")).toBeTruthy();
+  expect(screen.queryByText("找到 1 条")).toBeNull();
+  expect(
+    screen.getByRole("heading", { level: 2, name: "来源归属" }),
+  ).toBeTruthy();
   expect(
     document.querySelector(".core-memory-map")?.hasAttribute("hidden"),
   ).toBe(false);
@@ -306,7 +431,7 @@ it("shows raw conversations instead of advanced memory in lite", async () => {
     expect.objectContaining({
       source: undefined,
       offset: 0,
-      limit: 20,
+      limit: 50,
       signal: expect.any(AbortSignal),
     }),
   );
@@ -316,13 +441,103 @@ it("shows raw conversations instead of advanced memory in lite", async () => {
   expect(document.querySelector(".memory-mode-notice")).toBeNull();
 });
 
+it("loads the complete raw graph independently and reports its exact total", async () => {
+  setup();
+  reads.processing.mockResolvedValue(modeProcessing("lite"));
+  reads.rawGraph.mockImplementation(async ({ offset = 0 }) => {
+    const total = 1_600;
+    const count = Math.min(500, total - offset);
+    return {
+      user_id: "local",
+      items: Array.from({ length: count }, (_, index) => {
+        const absolute = offset + index;
+        return {
+          turn_id: `turn-${absolute}`,
+          raw_id: `raw-${absolute}`,
+          label: `原始会话 ${absolute}`,
+          source: "cursor",
+          session_id: `session-${absolute}`,
+          memory_at: null,
+          gmt_created: 1_761_000_000,
+        };
+      }),
+      total,
+      limit: 500,
+      offset,
+      has_more: offset + count < total,
+      snapshot_id: "snapshot-1600",
+    };
+  });
+
+  render(<MemorySpace simplified />);
+
+  expect(await screen.findByText("1,600 条原始对话")).toBeTruthy();
+  await waitFor(() => expect(reads.rawGraph).toHaveBeenCalledTimes(4));
+  expect(reads.rawGraph.mock.calls.map(([request]) => request.offset)).toEqual([
+    0, 500, 1_000, 1_500,
+  ]);
+  expect(
+    reads.rawGraph.mock.calls
+      .slice(1)
+      .every(([request]) => request.snapshotId === "snapshot-1600"),
+  ).toBe(true);
+  expect(screen.getByText("1,600 / 1,600")).toBeTruthy();
+});
+
+it("restarts the complete graph when its snapshot expires between pages", async () => {
+  setup();
+  reads.processing.mockResolvedValue(modeProcessing("lite"));
+  const item = {
+    turn_id: "turn-1",
+    raw_id: "raw-1",
+    label: "原始会话",
+    source: "cursor",
+    session_id: "session-1",
+    memory_at: null,
+    gmt_created: 1_761_000_000,
+  };
+  reads.rawGraph
+    .mockResolvedValueOnce({
+      user_id: "local",
+      items: [item],
+      total: 2,
+      limit: 500,
+      offset: 0,
+      has_more: true,
+      snapshot_id: "expired",
+    })
+    .mockRejectedValueOnce(
+      Object.assign(new Error("stale"), {
+        isAxiosError: true,
+        response: { data: { detail: "raw_graph_snapshot_stale" } },
+      }),
+    )
+    .mockResolvedValueOnce({
+      user_id: "local",
+      items: [item],
+      total: 1,
+      limit: 500,
+      offset: 0,
+      has_more: false,
+      snapshot_id: "fresh",
+    });
+
+  render(<MemorySpace simplified />);
+
+  await waitFor(() => expect(reads.rawGraph).toHaveBeenCalledTimes(3));
+  expect(reads.rawGraph.mock.calls[2][0]).toEqual(
+    expect.objectContaining({ offset: 0, snapshotId: undefined }),
+  );
+  expect(screen.getByText("1 / 1")).toBeTruthy();
+});
+
 it("pages and filters the raw conversation data plane in lite", async () => {
   setup();
   reads.processing.mockResolvedValue(modeProcessing("lite"));
   reads.raw.mockImplementation(async (options = {}) => {
-    const offset = "offset" in options ? (options.offset ?? 0) : 0;
+    const cursor = "cursor" in options ? options.cursor : null;
     const source = "source" in options ? options.source : undefined;
-    const rawId = `${source ?? "all"}-${offset}`;
+    const rawId = `${source ?? "all"}-${cursor ? "more" : "first"}`;
     return {
       items: [
         {
@@ -333,14 +548,17 @@ it("pages and filters the raw conversation data plane in lite", async () => {
           source: source ?? "cursor",
           session_id: `session-${rawId}`,
           memory_at: null,
-          gmt_created: 1_761_000_000 - offset,
+          gmt_created: 1_761_000_000,
           custom: {},
           messages: [{ role: "user", content: `原始会话 ${rawId}` }],
         },
       ],
-      total: source ? 1 : 21,
+      total: cursor ? 2 : 1,
       limit: 20,
-      offset,
+      offset: cursor ? 1 : 0,
+      next_cursor: !source && !cursor ? "turn:1:0:1" : null,
+      has_more: !source && !cursor,
+      total_exact: false,
     };
   });
   const user = userEvent.setup();
@@ -359,30 +577,46 @@ it("pages and filters the raw conversation data plane in lite", async () => {
     />,
   );
 
-  expect(await screen.findAllByText("原始会话 all-0")).toHaveLength(2);
-  await user.click(screen.getByRole("button", { name: "下一页记忆" }));
-  expect(await screen.findAllByText("原始会话 all-20")).toHaveLength(2);
+  expect(await screen.findAllByText("原始会话 all-first")).toHaveLength(2);
+  await waitFor(() => expect(reads.rawGraph).toHaveBeenCalledTimes(1));
+  const graphCalls = reads.rawGraph.mock.calls.length;
+  await user.click(screen.getByRole("button", { name: "加载更多" }));
+  expect(await screen.findAllByText("原始会话 all-more")).toHaveLength(1);
+  expect(screen.getAllByText("原始会话 all-first")).toHaveLength(2);
+  expect(reads.rawGraph).toHaveBeenCalledTimes(graphCalls);
   expect(reads.raw).toHaveBeenLastCalledWith(
-    expect.objectContaining({ source: undefined, offset: 20, limit: 20 }),
+    expect.objectContaining({
+      source: undefined,
+      cursor: "turn:1:0:1",
+      paging: "cursor",
+      limit: 50,
+    }),
   );
 
   await user.click(screen.getByRole("combobox", { name: "来源" }));
   await user.click(screen.getByRole("option", { name: "Cursor" }));
-  expect(await screen.findAllByText("原始会话 cursor-0")).toHaveLength(2);
+  expect(await screen.findAllByText("原始会话 cursor-first")).toHaveLength(2);
   expect(reads.raw).toHaveBeenLastCalledWith(
-    expect.objectContaining({ source: "cursor", offset: 0, limit: 20 }),
+    expect.objectContaining({
+      source: "cursor",
+      cursor: null,
+      paging: "cursor",
+      limit: 50,
+    }),
   );
 
   await user.click(screen.getByRole("combobox", { name: "来源" }));
   await user.click(screen.getByRole("option", { name: "手动添加" }));
   expect(
-    await screen.findAllByText("原始会话 one-memory-manual-0"),
+    await screen.findAllByText("原始会话 one-memory-manual-first"),
   ).toHaveLength(2);
   expect(reads.raw).toHaveBeenLastCalledWith(
     expect.objectContaining({
       source: "one-memory-manual",
       offset: 0,
-      limit: 20,
+      limit: 50,
+      paging: "cursor",
+      cursor: null,
     }),
   );
 });
@@ -599,6 +833,15 @@ it("opens a search hit with the complete role transcript", async () => {
       truncated: true,
     },
   ]);
+  reads.rawGraph.mockResolvedValue({
+    user_id: "local",
+    items: [],
+    total: 1_600,
+    limit: 500,
+    offset: 0,
+    has_more: false,
+    snapshot_id: "search-total",
+  });
   const user = userEvent.setup();
   render(<MemorySpace simplified />);
 
@@ -609,6 +852,7 @@ it("opens a search hit with the complete role transcript", async () => {
   await user.click(screen.getByRole("button", { name: "搜索" }));
 
   expect(await screen.findByText("完整问题")).toBeTruthy();
+  expect(screen.getByText("找到 1 条")).toBeTruthy();
   expect(screen.getByText("完整回答")).toBeTruthy();
   expect(
     document.querySelector(".map-dialogue-reading")?.textContent,

memhub/apps/web/src/MemorySpace.sdk-authority.test.tsx

@@ -289,7 +289,7 @@ it("keeps rows, sources, count and graph on the one filtered page", async () =>
   expect(await screen.findByText(/566/)).toBeTruthy();
 });
 
-it("hides the previous source graph until the all-applications graph settles", async () => {
+it("loads each source graph independently from list pagination and search", async () => {
   sdkAuthority();
   render(<MemorySpace simplified active />);
   await waitFor(() =>
@@ -415,17 +415,13 @@ it("hides the previous source graph until the all-applications graph settles", a
   );
   const graphCalls = api.sdkGraph.mock.calls.length;
   fireEvent.click(screen.getByText("search deploy"));
-  await waitFor(() =>
-    expect(screen.getByTestId("map-graph-loading").textContent).toBe("true"),
-  );
-  expect(screen.getByTestId("map-nodes").textContent).toBe("none");
+  expect(screen.getByTestId("map-graph-loading").textContent).toBe("false");
+  expect(screen.getByTestId("map-nodes").textContent).toBe("4");
   expect(screen.getByTestId("map-memories").textContent).toBe("");
   expect(api.sdkGraph).toHaveBeenCalledTimes(graphCalls);
 
   await act(async () => releaseSearch(searchPage));
-  await waitFor(() =>
-    expect(screen.getByTestId("map-graph-loading").textContent).toBe("false"),
-  );
+  expect(screen.getByTestId("map-graph-loading").textContent).toBe("false");
 });
 
 it("opens an SDK memory in place instead of switching away from the map", async () => {

memhub/apps/web/src/MemorySpace.tsx

@@ -9,6 +9,7 @@ import type {
   MemoryLibraryPage,
   MemoryProcessingSummary,
   SdkAskMemory,
+  SdkRawGraphItem,
   SourceResponse,
 } from "@one-memory/contracts";
 import { isMessageKey } from "@one-memory/i18n";
@@ -38,15 +39,18 @@ import {
   getSdkMemoryGraph,
   getSdkMemoryLibrary,
   getSdkRaw,
+  getSdkRawGraph,
   manualExtract,
   searchSdkRaw,
   setExtractionWindow,
   updateSdkMemory,
 } from "./api";
+import { localEvolveRunning, useEvolveState } from "./evolve-state";
 import { GraphWidthPrompt } from "./GraphWidthPrompt";
 import { useGuiLanguage } from "./gui-language";
 import { MemoryDeleteDialog } from "./MemoryDeleteDialog";
 import { MemoryMap } from "./MemoryMap";
+import { useOnboardingTranslation } from "./onboarding-language";
 import { subscribePoll } from "./poll-scheduler";
 import { SdkMemoryLibrary } from "./SdkMemoryLibrary";
 import { SdkRawHistory } from "./SdkRawHistory";
@@ -60,9 +64,12 @@ import {
 import {
   type RawMapRecord,
   rawDetail,
+  rawGraphProjection,
+  rawGraphRecord,
   rawLibraryPage,
   rawRecordId,
   rawSearchPage,
+  SDK_RAW_PAGE_SIZE,
 } from "./sdk-raw-map";
 import { sourceNameOr, UNATTRIBUTED_SOURCE_ID } from "./source-label";
 import { traceUiAction } from "./ui-trace";
@@ -114,6 +121,10 @@ export function MemorySpace({
   onFocusMemoryConsumed?(): void;
 }) {
   const { locale, t, tn } = useGuiLanguage();
+  const { text } = useOnboardingTranslation();
+  const evolveState = useEvolveState(active || preload);
+  const evolveRunning = localEvolveRunning(evolveState.data);
+  const evolveUncertain = evolveState.isError && evolveRunning;
   const memoryText = (text: string) => {
     const key = `memory:${text}`;
     return isMessageKey(key) ? t(key) : text;
@@ -123,6 +134,7 @@ export function MemorySpace({
   const selectedRawRef = useRef<RawMapRecord | null>(null);
   selectedRawRef.current = selectedRaw;
   const rawRecords = useRef(new Map<string, RawMapRecord>());
+  const rawRecordsScope = useRef("");
   const [detailLoad, setDetailLoad] = useState<{
     memoryId: string;
     status: "loading" | "failed";
@@ -164,6 +176,8 @@ export function MemorySpace({
       source.grant_revision,
     ]),
   );
+  const sourcesRef = useRef(sources);
+  sourcesRef.current = sources;
   const management = simplified && displayedMode === "library";
   useEffect(() => {
     viewActive.current = active;
@@ -187,9 +201,20 @@ export function MemorySpace({
     status: "ready" | "failed";
     value: MemoryGraphResponse | null;
   } | null>(null);
+  const [sdkGraphProgress, setSdkGraphProgress] = useState<{
+    scope: string;
+    loaded: number;
+    total: number | null;
+  } | null>(null);
   // Bumping this re-reads the page and graph after an edit or a delete.
   const [sdkMapRevision, setSdkMapRevision] = useState(0);
   const bumpSdkMap = useCallback(() => setSdkMapRevision((v) => v + 1), []);
+  const previousEvolveRunning = useRef(evolveRunning);
+  useEffect(() => {
+    const previous = previousEvolveRunning.current;
+    previousEvolveRunning.current = evolveRunning;
+    if (previous && !evolveRunning) bumpSdkMap();
+  }, [bumpSdkMap, evolveRunning]);
   const [sdkLibrary, setSdkLibrary] = useState<{
     page: MemoryLibraryPage | null;
     loading: boolean;
@@ -209,6 +234,7 @@ export function MemorySpace({
   const [sdkLibraryQuery, setSdkLibraryQuery] = useState("");
   const [sdkLibrarySource, setSdkLibrarySource] = useState("");
   const [sdkLibraryOffset, setSdkLibraryOffset] = useState(0);
+  const [sdkRawCursor, setSdkRawCursor] = useState<string | null>(null);
   const [processing, setProcessing] = useState<MemoryProcessingSummary | null>(
     null,
   );
@@ -226,6 +252,10 @@ export function MemorySpace({
         evolve_available: pipelineMode === "ultra",
       }
     : null;
+  const refreshSdkMap = useCallback(() => {
+    if (lite) setSdkRawCursor(null);
+    bumpSdkMap();
+  }, [bumpSdkMap, lite]);
   const requestedQuery = sdkLibraryQuery.trim();
   const sdkPageSettled =
     sdkLibrary.settledMode === pipelineMode &&
@@ -233,18 +263,22 @@ export function MemorySpace({
     sdkLibrary.settledQuery.trim() === requestedQuery &&
     sdkLibrary.page?.offset === sdkLibraryOffset;
   const sdkPage = sdkPageSettled ? sdkLibrary.page : null;
-  const sdkRequestedScope = JSON.stringify([
+  const sdkGraphRequestedScope = JSON.stringify([
     pipelineMode,
-    sdkLibraryQuery.trim(),
     sdkLibrarySource,
   ]);
-  const sdkGraphSettled = sdkGraph?.scope === sdkRequestedScope;
+  const sdkGraphSettled = sdkGraph?.scope === sdkGraphRequestedScope;
   const visibleSdkGraph =
-    sdkGraph?.scope === sdkRequestedScope && sdkGraph.status === "ready"
+    sdkGraph?.scope === sdkGraphRequestedScope &&
+    (sdkGraph.status === "ready" || evolveRunning)
       ? sdkGraph.value
       : null;
   const sdkGraphFailed =
-    sdkGraph?.scope === sdkRequestedScope && sdkGraph.status === "failed";
+    sdkGraph?.scope === sdkGraphRequestedScope && sdkGraph.status === "failed";
+  const visibleGraphProgress =
+    sdkGraphProgress?.scope === sdkGraphRequestedScope
+      ? sdkGraphProgress
+      : null;
   // A keyword search pages through one server-side result window. The id is
   // kept for the query and source it was searched with; a new query or
   // source starts without one, so the server searches afresh.
@@ -276,7 +310,10 @@ export function MemorySpace({
       if (first) setSdkLibrary((current) => ({ ...current, loading: true }));
       try {
         const rememberRaw = (items: RawMapRecord[]) => {
-          const next = new Map<string, RawMapRecord>();
+          const next =
+            sdkRawCursor && rawRecordsScope.current === windowKey
+              ? new Map(rawRecords.current)
+              : new Map<string, RawMapRecord>();
           if (selectedRawRef.current)
             next.set(
               rawRecordId(selectedRawRef.current),
@@ -284,60 +321,39 @@ export function MemorySpace({
             );
           for (const item of items) next.set(rawRecordId(item), item);
           rawRecords.current = next;
+          rawRecordsScope.current = windowKey;
         };
-        const [page, graph] = lite
-          ? await Promise.all([
-              query
-                ? searchSdkRaw(query, {
-                    source,
-                    signal: request.signal,
-                  }).then((items) => {
-                    rememberRaw(items);
-                    return rawSearchPage(items);
-                  })
-                : getSdkRaw({
-                    source,
-                    offset: sdkLibraryOffset,
-                    limit: SDK_MEMORY_PAGE_SIZE,
-                    signal: request.signal,
-                  }).then((rawPage) => {
-                    rememberRaw(rawPage.items);
-                    return rawLibraryPage(rawPage);
-                  }),
-              Promise.resolve({
-                status: "ready" as const,
-                value: null,
-              }),
-            ])
-          : await Promise.all([
-              getSdkMemoryLibrary(
-                {
-                  statuses: ["active"],
-                  source,
-                  query,
-                  offset: sdkLibraryOffset,
-                  limit: SDK_MEMORY_PAGE_SIZE,
-                  windowId: query ? sdkSearchWindow.current.id : null,
-                },
-                request.signal,
-              ).then(sdkLibraryPage),
-              query
-                ? Promise.resolve({
-                    status: "ready" as const,
-                    value: null,
-                  })
-                : getSdkMemoryGraph(
-                    {
-                      source,
-                      offset: 0,
-                      limit: 300,
-                    },
-                    request.signal,
-                  ).then(
-                    (value) => ({ status: "ready" as const, value }),
-                    () => ({ status: "failed" as const, value: null }),
-                  ),
-            ]);
+        const page = lite
+          ? query
+            ? await searchSdkRaw(query, {
+                source,
+                signal: request.signal,
+              }).then((items) => {
+                rememberRaw(items);
+                return rawSearchPage(items);
+              })
+            : await getSdkRaw({
+                source,
+                offset: 0,
+                limit: SDK_RAW_PAGE_SIZE,
+                paging: "cursor",
+                cursor: sdkRawCursor,
+                signal: request.signal,
+              }).then((rawPage) => {
+                rememberRaw(rawPage.items);
+                return rawLibraryPage(rawPage);
+              })
+          : await getSdkMemoryLibrary(
+              {
+                statuses: ["active"],
+                source,
+                query,
+                offset: sdkLibraryOffset,
+                limit: SDK_MEMORY_PAGE_SIZE,
+                windowId: query ? sdkSearchWindow.current.id : null,
+              },
+              request.signal,
+            ).then(sdkLibraryPage);
         if (cancelled) return;
         if (!lite && sdkSearchWindow.current.key === windowKey)
           sdkSearchWindow.current = {
@@ -346,17 +362,63 @@ export function MemorySpace({
           };
         // The window expired: the server searched again and answered page 1.
         if (page.window_reset && sdkLibraryOffset !== 0) setSdkLibraryOffset(0);
-        setSdkLibrary({
-          page,
-          loading: false,
-          failed: false,
-          settledSource: sdkLibrarySource,
-          settledQuery: sdkLibraryQuery,
-          settledMode: pipelineMode,
+        setSdkLibrary((current) => {
+          const currentPage = current.page;
+          const append =
+            lite &&
+            sdkRawCursor !== null &&
+            currentPage !== null &&
+            current.settledSource === sdkLibrarySource &&
+            current.settledQuery === sdkLibraryQuery &&
+            current.settledMode === pipelineMode;
+          if (!append)
+            return {
+              page,
+              loading: false,
+              failed: false,
+              settledSource: sdkLibrarySource,
+              settledQuery: sdkLibraryQuery,
+              settledMode: pipelineMode,
+            };
+          const items = [...currentPage.items];
+          const known = new Set(items.map((item) => item.memory_id));
+          for (const item of page.items)
+            if (!known.has(item.memory_id)) {
+              known.add(item.memory_id);
+              items.push(item);
+            }
+          return {
+            page: {
+              ...page,
+              items,
+              total: items.length + (page.has_more ? 1 : 0),
+              offset: 0,
+              source_ids_by_memory: {
+                ...currentPage.source_ids_by_memory,
+                ...page.source_ids_by_memory,
+              },
+              source_time_by_memory: {
+                ...currentPage.source_time_by_memory,
+                ...page.source_time_by_memory,
+              },
+            },
+            loading: false,
+            failed: false,
+            settledSource: sdkLibrarySource,
+            settledQuery: sdkLibraryQuery,
+            settledMode: pipelineMode,
+          };
         });
-        setSdkGraph({ scope: windowKey, ...graph });
-      } catch {
+      } catch (reason) {
         if (cancelled || request.signal.aborted) return;
+        if (
+          lite &&
+          sdkRawCursor !== null &&
+          apiErrorCode(reason) === "raw_cursor_stale"
+        ) {
+          setSdkRawCursor(null);
+          return;
+        }
         setSdkLibrary((current) => ({
           ...current,
           loading: false,
@@ -365,10 +427,13 @@ export function MemorySpace({
       }
     };
     void read(true);
-    const timer = setInterval(() => void read(false), 30_000);
+    const timer =
+      lite && sdkRawCursor !== null
+        ? undefined
+        : setInterval(() => void read(false), 30_000);
     return () => {
       cancelled = true;
-      clearInterval(timer);
+      if (timer !== undefined) clearInterval(timer);
       controller?.abort();
     };
   }, [
@@ -377,9 +442,122 @@ export function MemorySpace({
     sdkLibraryOffset,
     sdkLibraryQuery,
     sdkLibrarySource,
+    sdkRawCursor,
     lite,
     pipelineMode,
   ]);
+  const rawGraphRecords = useRef(new Map<string, RawMapRecord>());
+  useEffect(() => {
+    if (!sdkMapVisible) return;
+    void sdkMapRevision;
+    void sourceKey;
+    const scope = sdkGraphRequestedScope;
+    const source = sdkLibrarySource || undefined;
+    const request = new AbortController();
+    let cancelled = false;
+    let reading = false;
+    rawGraphRecords.current.clear();
+    setSdkGraphProgress({ scope, loaded: 0, total: null });
+    const readGraph = async () => {
+      if (reading) return;
+      reading = true;
+      try {
+        if (!lite) {
+          const value = await getSdkMemoryGraph(
+            { source, offset: 0, limit: 300 },
+            request.signal,
+          );
+          if (cancelled) return;
+          setSdkGraph({ scope, status: "ready", value });
+          setSdkGraphProgress({
+            scope,
+            loaded: value.projected_memories,
+            total: value.total_memories,
+          });
+          return;
+        }
+
+        for (let attempt = 0; attempt < 2; attempt += 1) {
+          const items: SdkRawGraphItem[] = [];
+          let offset = 0;
+          let total = 0;
+          let snapshotId: string | undefined;
+          rawGraphRecords.current.clear();
+          try {
+            while (!cancelled) {
+              const page = await getSdkRawGraph({
+                source,
+                offset,
+                limit: 500,
+                snapshotId,
+                signal: request.signal,
+              });
+              if (cancelled) return;
+              snapshotId = page.snapshot_id;
+              total = page.total;
+              items.push(...page.items);
+              for (const item of page.items) {
+                const record = rawGraphRecord(item);
+                rawGraphRecords.current.set(rawRecordId(record), record);
+              }
+              setSdkGraphProgress({ scope, loaded: items.length, total });
+              if (!page.has_more || page.items.length === 0) break;
+              offset += page.items.length;
+              await new Promise<void>((resolve) => setTimeout(resolve, 0));
+            }
+          } catch (reason) {
+            if (
+              attempt === 0 &&
+              apiErrorCode(reason) === "raw_graph_snapshot_stale"
+            )
+              continue;
+            throw reason;
+          }
+          if (cancelled) return;
+          setSdkGraph({
+            scope,
+            status: "ready",
+            value: rawGraphProjection(items, total, sourcesRef.current),
+          });
+          break;
+        }
+      } catch {
+        if (cancelled || request.signal.aborted) return;
+        setSdkGraph((current) => ({
+          scope,
+          status: "failed",
+          value: current?.scope === scope ? current.value : null,
+        }));
+      } finally {
+        reading = false;
+      }
+    };
+    void readGraph();
+    const timer = setInterval(() => void readGraph(), 30_000);
+    return () => {
+      cancelled = true;
+      clearInterval(timer);
+      request.abort();
+    };
+  }, [
+    lite,
+    sdkGraphRequestedScope,
+    sdkLibrarySource,
+    sdkMapRevision,
+    sdkMapVisible,
+    sourceKey,
+  ]);
+  const displayedSdkPage =
+    lite &&
+    !sdkLibraryQuery.trim() &&
+    sdkPage &&
+    visibleGraphProgress?.total != null
+      ? {
+          ...sdkPage,
+          total: visibleGraphProgress.total,
+          total_exact: true,
+        }
+      : sdkPage;
   const sdkFilterLabel = [
     sdkLibrary.settledSource
       ? `${t("memory:来源")} ${
@@ -509,10 +687,13 @@ export function MemorySpace({
   }, [active, onArrivalChange]);
   const requestIds = useRef(new Map<string, string>());
   const detailEpoch = useRef(0);
+  const rawDetailController = useRef<AbortController | null>(null);
   const answerEpoch = useRef(0);
   const answerMemories = useRef<AskMemory[]>([]);
   const closeDetail = useCallback(() => {
     detailEpoch.current++;
+    rawDetailController.current?.abort();
+    rawDetailController.current = null;
     setDetail(null);
     setSelectedRaw(null);
     setDetailLoad(null);
@@ -525,6 +706,7 @@ export function MemorySpace({
     rawRecords.current.clear();
     sdkSearchWindow.current = { key: "", id: null };
     setSdkLibraryOffset(0);
+    setSdkRawCursor(null);
     setSdkLibraryQuery("");
     setSdkGraph(null);
     setSdkLibrary((current) => ({
@@ -586,6 +768,8 @@ export function MemorySpace({
       cancelled = true;
       stopProcessing();
       detailEpoch.current++;
+      rawDetailController.current?.abort();
+      rawDetailController.current = null;
       answerEpoch.current++;
       deleteAnswer.current?.(false);
       deleteAnswer.current = null;
@@ -697,11 +881,15 @@ export function MemorySpace({
   async function open(memoryId: string) {
     if (simplified && (!viewActive.current || stale.current)) return;
     const epoch = ++detailEpoch.current;
+    rawDetailController.current?.abort();
+    rawDetailController.current = null;
     setError(null);
     setDetail(null);
     setSelectedRaw(null);
     if (lite) {
-      let record = rawRecords.current.get(memoryId);
+      let record =
+        rawRecords.current.get(memoryId) ??
+        rawGraphRecords.current.get(memoryId);
       if (!record) {
         setDetailLoad({
           memoryId,
@@ -712,6 +900,8 @@ export function MemorySpace({
       }
       if ("kind" in record) {
         setDetailLoad({ memoryId, status: "loading" });
+        const request = new AbortController();
+        rawDetailController.current = request;
         try {
           let offset = 0;
           while (true) {
@@ -720,6 +910,7 @@ export function MemorySpace({
               sessionId: record.session_id || undefined,
               offset,
               limit: 500,
+              signal: request.signal,
             });
             const full = page.items.find(
               (item) => rawRecordId(item) === memoryId,
@@ -734,15 +925,18 @@ export function MemorySpace({
               throw new Error("raw_not_found");
           }
         } catch {
-          if (epoch === detailEpoch.current)
+          if (epoch === detailEpoch.current) {
+            rawDetailController.current = null;
             setDetailLoad({
               memoryId,
               status: "failed",
               error: t("sdk.raw.loadFailed"),
             });
+          }
           return;
         }
         if (epoch !== detailEpoch.current) return;
+        rawDetailController.current = null;
       }
       setSelectedRaw(record);
       setDetail(rawDetail(record));
@@ -804,7 +998,7 @@ export function MemorySpace({
       );
       trace.done("succeeded");
       closeDetail();
-      bumpSdkMap();
+      refreshSdkMap();
     } catch (reason) {
       trace.done(writeTraceStatus(reason), {
         reason: "memory_action_failed",
@@ -833,7 +1027,7 @@ export function MemorySpace({
       trace.done("succeeded");
       setDetail(sdkDetail(saved));
       setDraft(sdkEditableText(saved));
-      bumpSdkMap();
+      refreshSdkMap();
     } catch (reason) {
       trace.done(writeTraceStatus(reason), {
         reason: isDefiniteRefusal(reason)
@@ -897,11 +1091,12 @@ export function MemorySpace({
               ? pipelineMode === null
                 ? t("memory:记忆暂时无法读取")
                 : lite
-                  ? sdkPage
-                    ? `${t("memory:原始对话")} · ${tn(
-                        "sdk.raw.found",
-                        sdkPage.total,
-                      )}`
+                  ? displayedSdkPage
+                    ? displayedSdkPage.total_exact === false
+                      ? t("memory:原始对话")
+                      : sdkLibrary.settledQuery.trim()
+                        ? tn("sdk.raw.found", displayedSdkPage.total)
+                        : tn("sdk.raw.total", displayedSdkPage.total)
                     : sdkLibrary.failed
                       ? null
                       : t("memory:正在读取…")
@@ -934,7 +1129,7 @@ export function MemorySpace({
           onSaved={() => {
             // A finished addition is new page content: re-read now rather than
             // leave it for the next poll.
-            bumpSdkMap();
+            refreshSdkMap();
           }}
           onOpenMemory={(id) => {
             if (!simplified) setMode("library");
@@ -1009,6 +1204,11 @@ export function MemorySpace({
           </div>
         )}
       </header>
+      {evolveRunning ? (
+        <p className="memory-evolve-status" role="status">
+          {text(evolveUncertain ? "正在核对整合状态…" : "正在整合记忆…")}
+        </p>
+      ) : null}
       {processing && (!simplified || managementOpen) ? (
         <details className="memory-processing-details">
           <summary>
@@ -1192,21 +1392,32 @@ export function MemorySpace({
             ? {
                 query: sdkLibraryQuery,
                 source: sdkLibrarySource,
-                page: sdkPage,
+                page: displayedSdkPage,
                 loading: sdkLibrary.loading,
-                failed: sdkLibrary.failed,
+                failed: sdkLibrary.failed && !evolveRunning,
                 graphLoading: !sdkGraphSettled,
-                graphFailed: sdkGraphFailed,
+                graphFailed: sdkGraphFailed && !evolveRunning,
+                graphLoaded: visibleGraphProgress?.loaded,
+                graphTotal: visibleGraphProgress?.total ?? undefined,
                 stale: false,
                 settledSource: sdkLibrary.settledSource,
                 settledQuery: sdkLibrary.settledQuery,
                 requestedOffset: sdkLibraryOffset,
+                cursorPaging: lite && !sdkLibraryQuery.trim(),
+                hasMore: !!sdkPage?.has_more && !!sdkPage?.next_cursor,
                 unattributedSource: UNATTRIBUTED_SOURCE_ID,
                 onQuery: setSdkLibraryQuery,
                 onSource: setSdkLibrarySource,
-                resetPage: () => setSdkLibraryOffset(0),
+                resetPage: () => {
+                  setSdkLibraryOffset(0);
+                  setSdkRawCursor(null);
+                },
                 onPage: (offset) => setSdkLibraryOffset(offset),
-                onRetry: bumpSdkMap,
+                onMore: () => {
+                  if (sdkPage?.next_cursor)
+                    setSdkRawCursor(sdkPage.next_cursor);
+                },
+                onRetry: refreshSdkMap,
               }
             : undefined
         }
@@ -1215,7 +1426,7 @@ export function MemorySpace({
           displayedMode !== "map" ||
           (simplified && pipelineMode === null)
         }
-        memories={sdkPage?.items ?? []}
+        memories={displayedSdkPage?.items ?? []}
         graph={visibleSdkGraph}
         sources={sources}
         processing={processing}

memhub/apps/web/src/ModelSettings.test.tsx

@@ -1482,7 +1482,12 @@ describe("ModelSettings", () => {
       ...profile,
       profile_id: "created",
       revision: 1,
-      capabilities,
+      capabilities: {
+        ...capabilities,
+        endpoint_reachable: false,
+        model_available: false,
+        embedding_available: false,
+      },
     };
     profiles = [];
     create.mockImplementation(async () => {
@@ -1491,11 +1496,17 @@ describe("ModelSettings", () => {
     });
     probeProfile.mockResolvedValue({
       profile_id: created.profile_id,
-      profile_revision: created.revision,
+      input_profile_revision: created.revision,
+      profile_revision: 2,
       stages: [],
       capabilities,
     });
-    activate.mockResolvedValue({ ...created, is_active: true });
+    activate.mockResolvedValue({
+      ...created,
+      revision: 2,
+      capabilities,
+      is_active: true,
+    });
     render(<ModelSettings compactSingle onSetupComplete={onSetupComplete} />);
 
     await user.type(screen.getByLabelText("配置名称"), "Current model");
@@ -1504,10 +1515,7 @@ describe("ModelSettings", () => {
     await user.click(screen.getByRole("button", { name: "测试并完成配置" }));
 
     await waitFor(() => expect(onSetupComplete).toHaveBeenCalledOnce());
-    expect(planActivation).toHaveBeenCalledWith(
-      created.profile_id,
-      created.revision,
-    );
+    expect(planActivation).toHaveBeenCalledWith(created.profile_id, 2);
     expect(activate).toHaveBeenCalledWith(created.profile_id);
   });
 

memhub/apps/web/src/ModelSettings.tsx

@@ -27,6 +27,7 @@ import {
   presetForGeneration,
   validateGenerationModel,
 } from "./GenerationModelPrimitives";
+import { modelProfileReady, profileFromProbe } from "./model-profile-readiness";
 import { OptionMenu } from "./OptionMenu";
 import { useOnboardingTranslation } from "./onboarding-language";
 import { PROVIDER_PRESETS } from "./provider-presets";
@@ -174,27 +175,6 @@ function validEndpoint(value: string): boolean {
   }
 }
 
-function ready(
-  profile: ModelProfile,
-  probe: ModelProbeResult | null = null,
-  error: string | null = null,
-): boolean {
-  return (
-    !error &&
-    (!probe ||
-      (probe.profile_id === profile.profile_id &&
-        probe.profile_revision === profile.revision &&
-        probe.capabilities.endpoint_reachable &&
-        probe.capabilities.model_available &&
-        probe.capabilities.embedding_available)) &&
-    profile.credential_state !== "unavailable" &&
-    !(profile.has_configured_api_key && !profile.has_api_key) &&
-    profile.capabilities.endpoint_reachable &&
-    profile.capabilities.model_available &&
-    profile.capabilities.embedding_available
-  );
-}
-
 function endpointLabel(value: string | null): string {
   if (!value) return "未提供接口地址";
   try {
@@ -467,7 +447,11 @@ export function ModelSettings({
     technicalTouched.current.clear();
   };
   const isReady = (profile: ModelProfile) =>
-    ready(profile, models.probeFor(profile), models.probeErrorFor(profile));
+    modelProfileReady(
+      profile,
+      models.probeFor(profile),
+      models.probeErrorFor(profile),
+    );
 
   function editProfile(profile: ModelProfile) {
     if (ownerLocked) return;
@@ -626,7 +610,7 @@ export function ModelSettings({
       !active ||
       active.profile_id !== profile.profile_id ||
       !active.is_active ||
-      !ready(active, result)
+      !modelProfileReady(active, result)
     ) {
       setSetupError("配置已保存，尚未确认启用成功。请核对配置后重试。");
       return false;
@@ -640,38 +624,15 @@ export function ModelSettings({
     setSetupPhase("testing");
     const result = await models.probeProfile(profile.profile_id);
     if (!alive.current) return false;
-    if (
-      result &&
-      result.profile_id === profile.profile_id &&
-      result.profile_revision !== profile.revision
-    ) {
-      // A newer revision used to be accepted here, and then activation turned
-      // on whatever the configuration had become. The user is told the
-      // settings they filled in passed, so this hands them a model they never
-      // tested. `ready` below cannot catch it either: by then the probe and
-      // the activated profile are both on the new revision and agree.
-      setSetupError(
-        result.profile_revision > profile.revision
-          ? "这份配置在测试期间被改过，刚才测的是改动后的版本。配置已保存但未启用，请重新测试并启用。"
-          : "测试结果来自这份配置更早的版本。配置已保存但未启用，请重新测试并启用。",
-      );
-      return false;
-    }
-    if (
-      !result ||
-      result.profile_id !== profile.profile_id ||
-      result.profile_revision !== profile.revision ||
-      !result.capabilities.endpoint_reachable ||
-      !result.capabilities.model_available ||
-      !result.capabilities.embedding_available
-    ) {
+    const testedProfile = profileFromProbe(profile, result);
+    if (!testedProfile || !modelProfileReady(testedProfile, result ?? null)) {
       setSetupError(
         "配置已保存，连接测试未通过。请核对配置后重试，历史对话尚未发送。",
       );
       setFields(probeFieldErrors(result));
       return false;
     }
-    return activateWithPlan(profile, result);
+    return activateWithPlan(testedProfile, result ?? null);
   }
 
   async function activateTested(profile: ModelProfile) {
@@ -1940,7 +1901,11 @@ function PresetProfileCard({
           </button>
           <button
             type="button"
-            disabled={busy || !canEnable || !ready(profile, probe, probeError)}
+            disabled={
+              busy ||
+              !canEnable ||
+              !modelProfileReady(profile, probe, probeError)
+            }
             onClick={onActivate}
           >
             {text("设为当前模型")}

memhub/apps/web/src/OnboardingFlow.discovery.test.tsx

@@ -10,13 +10,33 @@ import type { ImportSourcesController } from "./use-import-sources";
 
 vi.mock("./api", () => ({
   completeOnboarding: vi.fn(),
+  getEvolveSchedule: vi.fn().mockResolvedValue({
+    enabled: true,
+    time: "03:00",
+  }),
+  getModelProfiles: vi.fn().mockResolvedValue([]),
+  setEvolveSchedule: vi.fn(),
+  memoryModePlanUnsupported: vi.fn(() => false),
   getMemoryMode: vi.fn().mockResolvedValue({
     mode: "pro",
     configured_mode: "pro",
     explicitly_configured: false,
   }),
   setMemoryMode: vi.fn().mockResolvedValue({ mode: "pro" }),
-  planMemoryMode: vi.fn().mockResolvedValue({ blockers: [] }),
+  planMemoryMode: vi.fn().mockImplementation(async (target) => ({
+    current: "lite",
+    target,
+    effective_target: target,
+    capabilities: {
+      content_plane: target === "lite" ? "raw" : "memory",
+      generation_required: target !== "lite",
+      graph_enabled: target === "ultra",
+      evolve_available: target === "ultra",
+    },
+    effects: [],
+    warnings: [],
+    blockers: target === "lite" ? [] : ["active_model_required"],
+  })),
   putOnboardingProgress: vi.fn().mockResolvedValue({ model_profile_id: null }),
   patchOnboardingProgress: vi.fn().mockResolvedValue({}),
 }));
@@ -141,8 +161,7 @@ it("moves from import to the actual third step without completing onboarding", a
   expect(completeOnboarding).not.toHaveBeenCalled();
   expect(finish).not.toHaveBeenCalled();
   await userEvent.click(screen.getByRole("button", { name: "返回第二步" }));
-  await userEvent.click(screen.getByRole("button", { name: "返回导入" }));
-  expect(screen.getByText("Import accepted")).toBeTruthy();
+  expect(screen.getByRole("heading", { name: "选择记忆模式" })).toBeTruthy();
   expect(completeOnboarding).not.toHaveBeenCalled();
 });
 
@@ -161,7 +180,7 @@ it("lets an empty first-time user enter without granting or importing a source",
       onFinish={finish}
     />,
   );
-  const skip = await screen.findByRole("button", { name: "稍后添加，先进入" });
+  const skip = await screen.findByRole("button", { name: "选择记忆模式" });
   await waitFor(() => expect((skip as HTMLButtonElement).disabled).toBe(false));
   await userEvent.click(skip);
   await userEvent.click(screen.getByRole("radio", { name: /lite/i }));
@@ -184,7 +203,7 @@ it("retains explicit retry or enter when saving the skipped onboarding fails", a
       onFinish={finish}
     />,
   );
-  const skip = await screen.findByRole("button", { name: "稍后添加，先进入" });
+  const skip = await screen.findByRole("button", { name: "选择记忆模式" });
   await waitFor(() => expect((skip as HTMLButtonElement).disabled).toBe(false));
   await userEvent.click(skip);
   await userEvent.click(screen.getByRole("radio", { name: /lite/i }));
@@ -273,7 +292,9 @@ it("freezes the explicitly submitted source list when a later source arrives", a
         resolveRefresh = resolve;
       }),
   );
-  await userEvent.click(screen.getByRole("button", { name: "开始导入" }));
+  await userEvent.click(
+    await screen.findByRole("button", { name: "开始导入" }),
+  );
   const lateSources = [source("workbuddy"), source("codex")];
   rendered.rerender(view({ ...imports, sources: lateSources }));
   expect(checkbox("codex").checked).toBe(false);

memhub/apps/web/src/OnboardingFlow.language.test.tsx

@@ -24,6 +24,12 @@ import type { ImportSourcesController } from "./use-import-sources";
 
 vi.mock("./api", () => ({
   completeOnboarding: vi.fn(),
+  getEvolveSchedule: vi.fn().mockResolvedValue({
+    enabled: true,
+    time: "03:00",
+  }),
+  setEvolveSchedule: vi.fn(),
+  memoryModePlanUnsupported: vi.fn(() => false),
   getModelProfiles: vi.fn(),
   getMemoryMode: vi.fn().mockResolvedValue({
     mode: "pro",
@@ -31,7 +37,20 @@ vi.mock("./api", () => ({
     explicitly_configured: false,
   }),
   setMemoryMode: vi.fn().mockResolvedValue({ mode: "pro" }),
-  planMemoryMode: vi.fn().mockResolvedValue({ blockers: [] }),
+  planMemoryMode: vi.fn().mockResolvedValue({
+    current: "pro",
+    target: "lite",
+    effective_target: "lite",
+    capabilities: {
+      content_plane: "raw",
+      generation_required: false,
+      graph_enabled: false,
+      evolve_available: false,
+    },
+    effects: [],
+    warnings: [],
+    blockers: [],
+  }),
   putOnboardingProgress: vi.fn().mockResolvedValue({ model_profile_id: null }),
   patchOnboardingProgress: vi.fn().mockResolvedValue({}),
 }));
@@ -192,10 +211,10 @@ it("translates discovery, progress and privacy without importing or authorizing
     }),
   ).toBeTruthy();
   expect(
-    screen.getByText(
+    screen.queryByText(
       "Antes de confirmar, solo se comprueba la información de las aplicaciones. No se leen conversaciones ni se instalan conexiones.",
     ),
-  ).toBeTruthy();
+  ).toBeNull();
   expect(
     screen.getByText("/fixture/cursor · Ubicación predeterminada"),
   ).toBeTruthy();
@@ -270,10 +289,10 @@ it("translates import review and preserves independent permission disclosure", a
     }),
   ).toBeTruthy();
   expect(
-    screen.getByText(
+    screen.queryByText(
       "A continuación, elige un modo de memoria. Podrás cambiarlo más adelante en Configuración.",
     ),
-  ).toBeTruthy();
+  ).toBeNull();
   expect(
     screen.getByRole("region", {
       name: "Progreso de importación de las aplicaciones",
@@ -305,16 +324,15 @@ it("uses compact Spanish actions and preserves Chinese copy and permissions", as
     }),
   ).toBeTruthy();
   expect(
-    screen.getByText(/A continuación, elige un modo de memoria/),
-  ).toBeTruthy();
+    screen.queryByText(/A continuación, elige un modo de memoria/),
+  ).toBeNull();
   expect(
     screen.getByText(/Solo para las apps seleccionadas y compatibles/),
   ).toBeTruthy();
-  expect(screen.getByText(/Si una falla, las demás siguen/)).toBeTruthy();
   fireEvent.click(screen.getByText("中文"));
   expect(screen.getByRole("button", { name: "选择记忆模式" })).toBeTruthy();
   expect(navigation.textContent).toContain("连接应用");
-  expect(screen.getByText(/下一步选择记忆模式/)).toBeTruthy();
+  expect(screen.queryByText(/下一步选择记忆模式/)).toBeNull();
   expect(next).not.toHaveBeenCalled();
   expect(draft).not.toHaveBeenCalled();
 });
@@ -406,6 +424,12 @@ it("translates completion recovery live without repeating completion writes", as
     new Error("fixture-offline"),
   );
   const imports = controller();
+  imports.sources = [];
+  vi.mocked(imports.refresh).mockResolvedValue({
+    sources: [],
+    jobs: [],
+    health: null as never,
+  });
   const finish = vi.fn();
   render(
     <LanguageProvider>
@@ -415,11 +439,11 @@ it("translates completion recovery live without repeating completion writes", as
   );
   await waitFor(() =>
     expect(
-      screen.getByRole("button", { name: "Entrar y añadir más tarde" }),
+      screen.getByRole("button", { name: "Elegir el modo de memoria" }),
     ).toHaveProperty("disabled", false),
   );
   fireEvent.click(
-    screen.getByRole("button", { name: "Entrar y añadir más tarde" }),
+    screen.getByRole("button", { name: "Elegir el modo de memoria" }),
   );
   fireEvent.click(screen.getByRole("radio", { name: /lite/i }));
   fireEvent.click(screen.getByRole("button", { name: "Entrar con Lite" }));

memhub/apps/web/src/OnboardingFlow.multisource-recovery.test.tsx

@@ -26,13 +26,32 @@ vi.mock("./api", () => ({
   getImportJobs: vi.fn(),
   connectSources: vi.fn(),
   completeOnboarding: vi.fn(),
+  getEvolveSchedule: vi.fn().mockResolvedValue({
+    enabled: true,
+    time: "03:00",
+  }),
+  setEvolveSchedule: vi.fn(),
+  memoryModePlanUnsupported: vi.fn(() => false),
   getMemoryMode: vi.fn().mockResolvedValue({
     mode: "pro",
     configured_mode: "pro",
     explicitly_configured: false,
   }),
   setMemoryMode: vi.fn().mockResolvedValue({ mode: "pro" }),
-  planMemoryMode: vi.fn().mockResolvedValue({ blockers: [] }),
+  planMemoryMode: vi.fn().mockResolvedValue({
+    current: "pro",
+    target: "lite",
+    effective_target: "lite",
+    capabilities: {
+      content_plane: "raw",
+      generation_required: false,
+      graph_enabled: false,
+      evolve_available: false,
+    },
+    effects: [],
+    warnings: [],
+    blockers: [],
+  }),
   putOnboardingProgress: vi.fn().mockResolvedValue({ model_profile_id: null }),
   patchOnboardingProgress: vi.fn().mockResolvedValue({}),
   getSourceConnection: vi.fn(),
@@ -159,8 +178,23 @@ beforeEach(() => {
   } as never);
   vi.mocked(api.setMemoryMode).mockResolvedValue({ mode: "pro" } as never);
   vi.mocked(api.planMemoryMode).mockResolvedValue({
+    current: "pro",
+    target: "lite",
+    effective_target: "lite",
+    capabilities: {
+      content_plane: "raw",
+      generation_required: false,
+      graph_enabled: false,
+      evolve_available: false,
+    },
+    effects: [],
+    warnings: [],
     blockers: [],
   } as never);
+  vi.mocked(api.getEvolveSchedule).mockResolvedValue({
+    enabled: true,
+    time: "03:00",
+  });
   vi.mocked(api.putOnboardingProgress).mockResolvedValue(state);
   vi.mocked(api.patchOnboardingProgress).mockResolvedValue(state);
   localStorage.clear();
@@ -313,11 +347,11 @@ it("keeps the single-source submit frozen when another source arrives during fin
 it("empty discovery shows zero and allows explicit entry without a connection request", async () => {
   await ready();
   await waitFor(() => expect(count()).toBe("0"));
-  expect(screen.getByRole("button", { name: "开始导入" })).toHaveProperty(
+  expect(screen.getByRole("button", { name: "选择记忆模式" })).toHaveProperty(
     "disabled",
-    true,
+    false,
   );
-  fireEvent.click(screen.getByRole("button", { name: "稍后添加，先进入" }));
+  fireEvent.click(screen.getByRole("button", { name: "选择记忆模式" }));
   fireEvent.click(screen.getByRole("radio", { name: /lite/i }));
   fireEvent.click(screen.getByRole("button", { name: "使用 Lite 进入" }));
   await waitFor(() =>
@@ -363,13 +397,7 @@ it("partial acceptance preserves the successful job and failure through model-st
     "accepted-job:completed",
   );
   fireEvent.click(screen.getByRole("button", { name: "继续配置模型" }));
-  fireEvent.click(await screen.findByRole("button", { name: "返回导入" }));
-  expect(screen.getByLabelText("保留任务").textContent).toBe(
-    "accepted-job:completed",
-  );
-  expect(screen.getByLabelText("失败来源").textContent).toBe("cursor");
   expect(api.completeOnboarding).not.toHaveBeenCalled();
-  fireEvent.click(screen.getByRole("button", { name: "进入应用" }));
   fireEvent.click(screen.getByRole("radio", { name: /lite/i }));
   fireEvent.click(screen.getByRole("button", { name: "使用 Lite 进入" }));
   await waitFor(() =>

memhub/apps/web/src/OnboardingFlow.r6.test.tsx

@@ -15,6 +15,12 @@ import type { ImportSourcesController } from "./use-import-sources";
 
 vi.mock("./api", () => ({
   completeOnboarding: vi.fn(),
+  getEvolveSchedule: vi.fn().mockResolvedValue({
+    enabled: true,
+    time: "03:00",
+  }),
+  setEvolveSchedule: vi.fn(),
+  memoryModePlanUnsupported: vi.fn(() => false),
   getMemoryMode: vi.fn().mockResolvedValue({
     mode: "pro",
     configured_mode: "pro",
@@ -119,7 +125,7 @@ it("renders the final shell, double title, step one, branded rows and exact sour
   expect(
     screen.getByRole("heading", { name: "把熟悉的背景，带到这里" }),
   ).toBeTruthy();
-  expect(screen.getByText("你的记忆，从这里接上")).toBeTruthy();
+  expect(screen.queryByText("你的记忆，从这里接上")).toBeNull();
   expect(
     screen
       .getByRole("navigation", { name: "首次设置进度" })
@@ -127,8 +133,8 @@ it("renders the final shell, double title, step one, branded rows and exact sour
   ).toContain("导入历史");
   expect(screen.getByRole("heading", { name: "本机 AI 应用" })).toBeTruthy();
   expect(
-    screen.getByText("确认前只检查应用信息，不读取对话，也不安装连接。"),
-  ).toBeTruthy();
+    screen.queryByText("确认前只检查应用信息，不读取对话，也不安装连接。"),
+  ).toBeNull();
   expect(screen.queryByRole("button", { name: "导入历史包" })).toBeNull();
   expect(screen.getByText("/fixture/workbuddy · 默认位置")).toBeTruthy();
   expect(
@@ -343,7 +349,7 @@ it("custom source cancel does not grant or select and accepted import retains re
   expect(
     (screen.getByLabelText("导入 codex 历史") as HTMLInputElement).checked,
   ).toBe(false);
-  fireEvent.click(screen.getByRole("button", { name: "开始导入" }));
+  fireEvent.click(await screen.findByRole("button", { name: "开始导入" }));
   await screen.findByText("已受理 workbuddy");
   expect(vi.mocked(imports.connectForOnboarding).mock.calls[0]?.[0]).toEqual([
     "workbuddy",
@@ -367,7 +373,7 @@ it("does not submit authorization when the first-step owner leaves during final
       done = resolve;
     }),
   );
-  fireEvent.click(screen.getByRole("button", { name: "开始导入" }));
+  fireEvent.click(await screen.findByRole("button", { name: "开始导入" }));
   view.unmount();
   await act(async () =>
     done({

memhub/apps/web/src/OnboardingFlow.tsx

@@ -1,9 +1,12 @@
 import type {
   ConnectSourcesResponse,
+  EvolveSchedule,
   ImportJob,
+  OnboardingModeIntent,
   OnboardingState,
   SourceResponse,
 } from "@one-memory/contracts";
+import { legacyMemoryModePlan } from "@one-memory/operations";
 import { Check, X } from "lucide-react";
 import {
   type CSSProperties,
@@ -18,10 +21,14 @@ import {
 import {
   apiErrorCode,
   completeOnboarding,
+  getEvolveSchedule,
   getMemoryMode,
+  getModelProfiles,
+  memoryModePlanUnsupported,
   patchOnboardingProgress,
   planMemoryMode,
   putOnboardingProgress,
+  setEvolveSchedule,
   setMemoryMode,
 } from "./api";
 import { AppMark } from "./app-mark";
@@ -34,24 +41,29 @@ import {
   defaultHostSourceIds,
   FirstImportReview,
   type ImportConnectionDraft,
+  type ImportSubmissionState,
 } from "./FirstImportReview";
 import {
   enableHostConnection,
   hostCapabilities,
   hostWriteReason,
 } from "./host-state";
-import { MemoryModeChoiceList } from "./MemoryModeChoiceList";
+import { MemoryModeCards } from "./MemoryModeCards";
+import { BLOCKER_COPY } from "./memory-mode-ui";
 import { OnboardingModelController } from "./OnboardingModelController";
 import { useOnboardingTranslation } from "./onboarding-language";
 import { R6ColdStartFrame } from "./R6ColdStartFrame";
 import { R6Button } from "./R6Controls";
 import { traceUiAction } from "./ui-trace";
-import type { ImportSourcesController } from "./use-import-sources";
+import {
+  type ImportSourcesController,
+  isDefiniteAccessRefusal,
+} from "./use-import-sources";
 import { isDefiniteRefusal } from "./write-outcome";
 import "./cold-start.css";
 
 export type OnboardingDestination = "memory" | "sources" | "settings";
-type OnboardingMemoryMode = "lite" | "pro";
+type OnboardingMemoryMode = OnboardingModeIntent;
 
 // Cold start neither reads nor writes installation intent.
 export const PLUGIN_CONSENT_KEY = "one-memory.consent.plugins";
@@ -100,7 +112,7 @@ export function OnboardingFlow({
   imports: ImportSourcesController;
   onFinish(destination: OnboardingDestination): void;
 }) {
-  const { text, t } = useOnboardingTranslation();
+  const { text, t, locale } = useOnboardingTranslation();
   const [sources, setSources] = useState(imports.sources);
   const sourceGeneration = useRef({ value: imports.sources, epoch: 0 });
   if (sourceGeneration.current.value !== imports.sources) {
@@ -112,9 +124,8 @@ export function OnboardingFlow({
   const [locationCheck, setLocationCheck] = useState<LocationCheck>("checking");
   const [selected, setSelected] = useState<SourceResponse[]>([]);
   const [custom, setCustom] = useState<SourceResponse | null>(null);
-  const [busy, setBusy] = useState<
-    "checking" | "submitting" | "leaving" | null
-  >(null);
+  const [busy, setBusy] = useState<"checking" | "submitting" | null>(null);
+  const [completionBusy, setCompletionBusy] = useState(false);
   const [error, setError] = useState<string | null>(null);
   const [itemErrors, setItemErrors] = useState<Record<string, string>>({});
   const [exitDestination, setExitDestination] =
@@ -124,8 +135,12 @@ export function OnboardingFlow({
   const [startingImport, setStartingImport] = useState<SourceResponse[] | null>(
     null,
   );
+  const [importSubmissionState, setImportSubmissionState] =
+    useState<ImportSubmissionState>("confirmed");
   const resumedStep =
-    state.mode_intent === "pro" && state.setup_step === "model"
+    state.mode_intent &&
+    state.mode_intent !== "lite" &&
+    state.setup_step === "model"
       ? "model"
       : state.mode_intent
         ? "mode"
@@ -138,8 +153,19 @@ export function OnboardingFlow({
   );
   const [modeDestination, setModeDestination] =
     useState<OnboardingDestination>("sources");
-  const [modeSaving, setModeSaving] = useState(false);
+  const [modePhase, setModePhase] = useState<"idle" | "saving" | "completing">(
+    "idle",
+  );
+  const modeSaving = modePhase !== "idle";
   const [modeError, setModeError] = useState<string | null>(null);
+  const [knownMode, setKnownMode] = useState<OnboardingMemoryMode>("pro");
+  const [ultraSchedule, setUltraSchedule] = useState<EvolveSchedule>({
+    enabled: true,
+    time: "03:00",
+  });
+  const [scheduleLoaded, setScheduleLoaded] = useState(false);
+  const [scheduleReadFailed, setScheduleReadFailed] = useState(false);
+  const scheduleReadOperation = useRef(0);
   const [modeFocusToken, setModeFocusToken] = useState(
     resumedStep === "mode" ? 1 : 0,
   );
@@ -181,7 +207,10 @@ export function OnboardingFlow({
             )
             .join("、"),
         });
-  const flight = useRef(false);
+  const sourceFlight = useRef(false);
+  const modeOperation = useRef(0);
+  const proConfirmationOwner = useRef<string | null>(null);
+  const completionFlight = useRef(false);
   const connectionAttempt = useRef<string | null>(null);
   const connectionQueue = useRef(Promise.resolve());
   const connectionQueueDepth = useRef(0);
@@ -368,20 +397,24 @@ export function OnboardingFlow({
       selected.some((chosen) => chosen.source_id === item.source_id),
     );
   const locked =
-    busy !== null || exitDestination !== null || state.status === "importing";
+    busy !== null ||
+    completionBusy ||
+    exitDestination !== null ||
+    state.status === "importing";
 
   useEffect(() => {
     alive.current = true;
     const modeTicket = issueConfirmedModeTicket("onboarding");
     void getMemoryMode().then(
       (memoryMode) => {
-        if (alive.current)
+        if (alive.current) {
           commitConfirmedMemoryMode(memoryMode.mode, modeTicket);
+          setKnownMode(memoryMode.mode);
+        }
         if (
           alive.current &&
           !modeChoiceTouched.current &&
-          memoryMode.explicitly_configured &&
-          memoryMode.configured_mode !== "ultra"
+          memoryMode.explicitly_configured
         )
           setModeChoice(memoryMode.configured_mode);
       },
@@ -394,6 +427,32 @@ export function OnboardingFlow({
     };
   }, []);
 
+  const refreshUltraSchedule = useCallback(async () => {
+    const operation = ++scheduleReadOperation.current;
+    setScheduleLoaded(false);
+    setScheduleReadFailed(false);
+    try {
+      const schedule = await getEvolveSchedule();
+      if (!alive.current || scheduleReadOperation.current !== operation) return;
+      if (!schedule) return;
+      setUltraSchedule(schedule);
+      setScheduleLoaded(true);
+      setScheduleReadFailed(false);
+      setModeError((current) =>
+        current === "记忆模式状态暂时无法读取，请重试。" ? null : current,
+      );
+    } catch {
+      if (alive.current && scheduleReadOperation.current === operation) {
+        setScheduleLoaded(false);
+        setScheduleReadFailed(true);
+      }
+    }
+  }, []);
+
+  useEffect(() => {
+    void refreshUltraSchedule();
+  }, [refreshUltraSchedule]);
+
   useEffect(() => {
     setSources(imports.sources);
   }, [imports.sources]);
@@ -456,7 +515,7 @@ export function OnboardingFlow({
       locationCheck !== "ready" ||
       locked ||
       reviewingImport ||
-      flight.current
+      sourceFlight.current
     )
       return;
     if (!scopeMatches(selected, sources)) return;
@@ -483,17 +542,24 @@ export function OnboardingFlow({
     [onFinish],
   );
 
-  const enterModelStep = useCallback(() => {
-    intentRef.current = "pro";
-    setupStepRef.current = "model";
-    const token = ++modelGeneration.current;
-    setModelGenerationToken(token);
-    setVisitedModel(true);
-    setSetupStep("model");
-  }, []);
+  const enterModelStep = useCallback(
+    (mode: Exclude<OnboardingMemoryMode, "lite"> = "pro") => {
+      intentRef.current = mode;
+      setupStepRef.current = "model";
+      const token = ++modelGeneration.current;
+      setModelGenerationToken(token);
+      setVisitedModel(true);
+      setSetupStep("model");
+    },
+    [],
+  );
 
   const leaveModelStep = useCallback(
-    (nextIntent: OnboardingMemoryMode, nextStep: "review" | "mode") => {
+    (
+      nextIntent: OnboardingMemoryMode,
+      nextStep: "review" | "mode",
+      resetModePhase = true,
+    ) => {
       // This fence is synchronous: hidden model work must observe invalidation
       // before React renders the replacement step.
       modelGeneration.current += 1;
@@ -502,7 +568,10 @@ export function OnboardingFlow({
       setModeChoice(nextIntent);
       setSetupStep(nextStep);
       if (nextStep === "mode") setModeFocusToken((value) => value + 1);
-      setModeSaving(false);
+      if (resetModePhase) {
+        modeOperation.current += 1;
+        setModePhase("idle");
+      }
     },
     [],
   );
@@ -611,12 +680,15 @@ export function OnboardingFlow({
 
   const leave = useCallback(
     async (destination: OnboardingDestination) => {
-      if (flight.current || finished.current) return;
-      flight.current = true;
-      setBusy("leaving");
-      await persistFinish(destination);
-      flight.current = false;
-      if (alive.current) setBusy(null);
+      if (completionFlight.current || finished.current) return;
+      completionFlight.current = true;
+      setCompletionBusy(true);
+      try {
+        await persistFinish(destination);
+      } finally {
+        completionFlight.current = false;
+        if (alive.current) setCompletionBusy(false);
+      }
     },
     [persistFinish],
   );
@@ -624,7 +696,8 @@ export function OnboardingFlow({
   const requestModeChoice = useCallback(
     (destination: OnboardingDestination) => {
       if (finished.current) return;
-      if (setupStepRef.current === "model") leaveModelStep("pro", "mode");
+      if (setupStepRef.current === "model")
+        leaveModelStep(intentRef.current === "ultra" ? "ultra" : "pro", "mode");
       else {
         intentRef.current = modeChoice;
         setupStepRef.current = "mode";
@@ -639,30 +712,97 @@ export function OnboardingFlow({
     [leaveModelStep, modeChoice],
   );
 
+  const loadModePlan = useCallback(
+    async (target: OnboardingMemoryMode) => {
+      try {
+        return await planMemoryMode(target);
+      } catch (reason) {
+        if (!memoryModePlanUnsupported(reason)) throw reason;
+        const profiles = await getModelProfiles();
+        return legacyMemoryModePlan(knownMode, target, {
+          hasActiveModel: profiles.some((profile) => profile.is_active),
+        });
+      }
+    },
+    [knownMode],
+  );
+
   const saveModeChoice = useCallback(async () => {
-    if (
-      !modeChoice ||
-      modeSaving ||
-      finished.current ||
-      (modeChoice === "lite" && flight.current)
-    )
-      return;
-    setModeSaving(true);
+    if (!modeChoice || modeSaving || finished.current || completionBusy) return;
+    const operation = ++modeOperation.current;
+    const ownsModeOperation = () =>
+      alive.current && !finished.current && modeOperation.current === operation;
+    setModePhase("saving");
     setModeError(null);
     const modeTicket = issueConfirmedModeTicket("onboarding");
     try {
-      if (modeChoice === "pro") {
-        intentRef.current = "pro";
+      if (modeChoice !== "lite") {
+        const target = modeChoice;
+        const [plan, profiles] = await Promise.all([
+          loadModePlan(target),
+          getModelProfiles(),
+        ]);
+        if (!ownsModeOperation()) return;
+        const hasActiveModel = profiles.some((profile) => profile.is_active);
+        if (target === "ultra" && !scheduleLoaded) {
+          setModeError(
+            scheduleReadFailed
+              ? "记忆模式状态暂时无法读取，请重试。"
+              : "正在读取记忆模式…",
+          );
+          return;
+        }
+        const blocking = plan.blockers.filter(
+          (blocker) => blocker !== "active_model_required",
+        );
+        if (blocking.length > 0) {
+          setModeError(
+            blocking.map((blocker) => BLOCKER_COPY[blocker]).join(" "),
+          );
+          return;
+        }
+        intentRef.current = target;
         setupStepRef.current = "mode";
         const selectionStillCurrent = () =>
-          alive.current &&
-          !finished.current &&
-          intentRef.current === "pro" &&
+          ownsModeOperation() &&
+          intentRef.current === target &&
           setupStepRef.current === "mode";
+        if (
+          hasActiveModel &&
+          !plan.blockers.includes("active_model_required")
+        ) {
+          const changed = await queueModeWrite(target, selectionStillCurrent);
+          if (!selectionStillCurrent()) return;
+          commitConfirmedMemoryMode(changed.mode, modeTicket);
+          setKnownMode(changed.mode);
+          if (target === "ultra") {
+            try {
+              await setEvolveSchedule(ultraSchedule);
+            } catch {
+              if (selectionStillCurrent())
+                setModeError("自动整合设置未能保存，请重试。");
+              return;
+            }
+            if (!selectionStillCurrent()) return;
+          }
+          await queueProgressWrite(
+            () =>
+              putOnboardingProgress({
+                mode_intent: target,
+                setup_step: "mode",
+                model_profile_id: null,
+              }),
+            selectionStillCurrent,
+          );
+          if (!selectionStillCurrent()) return;
+          setModePhase("completing");
+          await leave(modeDestination);
+          return;
+        }
         const savedProgress = await queueProgressWrite(
           () =>
             putOnboardingProgress({
-              mode_intent: "pro",
+              mode_intent: target,
               setup_step: "model",
               model_profile_id: modelProfileId.current,
             }),
@@ -670,15 +810,26 @@ export function OnboardingFlow({
         );
         if (!selectionStillCurrent()) return;
         modelProfileId.current = savedProgress.model_profile_id;
-        enterModelStep();
+        enterModelStep(target);
         return;
       }
-      leaveModelStep("lite", "mode");
+      leaveModelStep("lite", "mode", false);
       const liteStillCurrent = () =>
-        alive.current &&
-        !finished.current &&
+        ownsModeOperation() &&
         intentRef.current === "lite" &&
         setupStepRef.current === "mode";
+      const plan = await loadModePlan("lite");
+      if (!liteStillCurrent()) return;
+      if (plan.blockers.length > 0) {
+        setModeError(
+          plan.blockers.map((blocker) => BLOCKER_COPY[blocker]).join(" "),
+        );
+        return;
+      }
+      const changed = await queueModeWrite("lite", liteStillCurrent);
+      if (!liteStillCurrent()) return;
+      commitConfirmedMemoryMode(changed.mode, modeTicket);
+      setKnownMode(changed.mode);
       await queueProgressWrite(
         () =>
           putOnboardingProgress({
@@ -688,19 +839,17 @@ export function OnboardingFlow({
           }),
         liteStillCurrent,
       );
-      if (!alive.current) return;
-      const changed = await queueModeWrite("lite");
-      if (!alive.current) return;
-      commitConfirmedMemoryMode(changed.mode, modeTicket);
+      if (!liteStillCurrent()) return;
+      setModePhase("completing");
       await leave(modeDestination);
     } catch (reason) {
       if (isCompletedProgressConflict(reason)) {
         finishOnce(modeDestination);
-      } else if (alive.current) {
+      } else if (ownsModeOperation() && !isGenerationInvalid(reason)) {
         setModeError("模式未能保存。你的选择已保留，请重试。");
       }
     } finally {
-      if (alive.current) setModeSaving(false);
+      if (ownsModeOperation()) setModePhase("idle");
     }
   }, [
     enterModelStep,
@@ -709,9 +858,14 @@ export function OnboardingFlow({
     modeChoice,
     modeDestination,
     modeSaving,
+    completionBusy,
     finishOnce,
+    loadModePlan,
     queueModeWrite,
     queueProgressWrite,
+    scheduleLoaded,
+    scheduleReadFailed,
+    ultraSchedule,
   ]);
 
   const persistModelProfile = useCallback(
@@ -729,58 +883,101 @@ export function OnboardingFlow({
     [queueProgressWrite],
   );
 
-  const confirmProMode = useCallback(
+  const confirmModelMode = useCallback(
     async (token: number, ownerProfileId: string) => {
+      const target = intentRef.current;
+      if (target !== "pro" && target !== "ultra") return;
+      if (target === "ultra" && !scheduleLoaded) {
+        leaveModelStep("ultra", "mode");
+        setModeError(
+          scheduleReadFailed
+            ? "记忆模式状态暂时无法读取，请重试。"
+            : "正在读取记忆模式…",
+        );
+        return;
+      }
+      const confirmationOwner = `${token}:${ownerProfileId}:${target}`;
       const ownsModelStep = () =>
         alive.current &&
         !finished.current &&
         modelGeneration.current === token &&
-        intentRef.current === "pro" &&
+        intentRef.current === target &&
         setupStepRef.current === "model" &&
         modelProfileId.current === ownerProfileId;
-      if (!ownsModelStep()) return;
-      setModeSaving(true);
+      if (
+        !ownsModelStep() ||
+        proConfirmationOwner.current === confirmationOwner ||
+        completionBusy
+      )
+        return;
+      proConfirmationOwner.current = confirmationOwner;
+      const operation = ++modeOperation.current;
+      const ownsConfirmation = () =>
+        ownsModelStep() && modeOperation.current === operation;
+      setModePhase("saving");
       setModeError(null);
       const modeTicket = issueConfirmedModeTicket("onboarding");
       try {
-        const plan = await planMemoryMode("pro");
-        if (!ownsModelStep()) return;
+        const plan = await loadModePlan(target);
+        if (!ownsConfirmation()) return;
         if (plan.blockers.length > 0) throw new Error(plan.blockers.join(","));
-        const changed = await queueModeWrite("pro", ownsModelStep);
-        if (!ownsModelStep()) return;
+        const changed = await queueModeWrite(target, ownsConfirmation);
+        if (!ownsConfirmation()) return;
         commitConfirmedMemoryMode(changed.mode, modeTicket);
+        setKnownMode(changed.mode);
+        if (target === "ultra") {
+          try {
+            await setEvolveSchedule(ultraSchedule);
+          } catch {
+            if (ownsConfirmation()) {
+              leaveModelStep("ultra", "mode");
+              setModeError("自动整合设置未能保存，请重试。");
+            }
+            return;
+          }
+          if (!ownsConfirmation()) return;
+        }
         await queueProgressWrite(
           () =>
             putOnboardingProgress({
-              mode_intent: "pro",
+              mode_intent: target,
               setup_step: "model",
               model_profile_id: ownerProfileId,
             }),
-          ownsModelStep,
+          ownsConfirmation,
         );
-        if (!ownsModelStep()) return;
-        await persistFinish(modeDestination);
+        if (!ownsConfirmation()) return;
+        setModePhase("completing");
+        await leave(modeDestination);
       } catch (reason) {
         if (isCompletedProgressConflict(reason)) {
           finishOnce(modeDestination);
-        } else if (alive.current && !isGenerationInvalid(reason))
-          setModeError("Pro 模式未能确认保存。模型配置已保留，请重试。");
+        } else if (ownsConfirmation() && !isGenerationInvalid(reason))
+          setModeError("模式切换未能确认，仍显示上次确认的模式。");
       } finally {
-        if (alive.current) setModeSaving(false);
+        if (proConfirmationOwner.current === confirmationOwner)
+          proConfirmationOwner.current = null;
+        if (ownsConfirmation()) setModePhase("idle");
       }
     },
     [
+      completionBusy,
       finishOnce,
+      leave,
+      leaveModelStep,
+      loadModePlan,
       modeDestination,
-      persistFinish,
       queueModeWrite,
       queueProgressWrite,
+      scheduleLoaded,
+      scheduleReadFailed,
+      ultraSchedule,
     ],
   );
 
   async function checkLocations() {
-    if (flight.current || locked) return;
-    flight.current = true;
+    if (sourceFlight.current || locked) return;
+    sourceFlight.current = true;
     scopeVersion.current += 1;
     setBusy("checking");
     setLocationCheck("checking");
@@ -805,7 +1002,7 @@ export function OnboardingFlow({
       setLocationCheck("failed");
       setError("位置检测未完成，尚未读取历史。可以重新检测，或先进入工作台。");
     } finally {
-      flight.current = false;
+      sourceFlight.current = false;
       if (alive.current) setBusy(null);
     }
   }
@@ -813,7 +1010,7 @@ export function OnboardingFlow({
 
   function toggleSource(source: SourceResponse, checked: boolean) {
     if (
-      flight.current ||
+      sourceFlight.current ||
       locked ||
       locationCheck !== "ready" ||
       !isAppSource(source) ||
@@ -836,7 +1033,7 @@ export function OnboardingFlow({
   }
 
   function selectAllSources() {
-    if (flight.current || locked || locationCheck !== "ready") return;
+    if (sourceFlight.current || locked || locationCheck !== "ready") return;
     scopeVersion.current += 1;
     setError(null);
     setItemErrors({});
@@ -849,7 +1046,7 @@ export function OnboardingFlow({
 
   async function startImport() {
     if (
-      flight.current ||
+      sourceFlight.current ||
       locked ||
       locationCheck !== "ready" ||
       !selected.length
@@ -863,7 +1060,8 @@ export function OnboardingFlow({
   }
 
   async function submitImport(approved: SourceResponse[]) {
-    flight.current = true;
+    sourceFlight.current = true;
+    setImportSubmissionState("checking");
     if (window.oneMemory) setStartingImport(approved);
     const version = scopeVersion.current;
     const retryFailed = Object.keys(itemErrors).length > 0;
@@ -875,8 +1073,11 @@ export function OnboardingFlow({
       try {
         current = (await imports.refresh()).sources;
       } catch {
-        if (alive.current)
+        if (alive.current) {
+          setStartingImport(null);
+          setImportSubmissionState("refused");
           setError("暂时无法核对来源，尚未提交授权。选择已保留，可以重试。");
+        }
         return;
       }
       if (!alive.current) return;
@@ -899,6 +1100,7 @@ export function OnboardingFlow({
       setItemErrors(result.failed_sources);
       if (result.accepted_source_ids.length === 0) {
         setStartingImport(null);
+        setImportSubmissionState("refused");
         setError(
           "本次没有来源获准导入。请核对下方原因后重试，或到应用页查看状态。",
         );
@@ -907,22 +1109,36 @@ export function OnboardingFlow({
       // Keep the accepted intent and job IDs while the user inspects early originals.
       setAccepted(result);
       setStartingImport(null);
+      setImportSubmissionState("confirmed");
       setError(null);
-    } catch {
+    } catch (reason) {
       if (alive.current) {
-        setStartingImport(null);
-        setError(
-          "开始导入的结果尚未确认，选择已保留。可以重试，或进入应用页核对。",
-        );
+        const refused = isDefiniteAccessRefusal(reason);
+        if (refused) {
+          setStartingImport(null);
+          setImportSubmissionState("refused");
+          setError(
+            "本次没有来源获准导入。请核对下方原因后重试，或到应用页查看状态。",
+          );
+        } else {
+          setImportSubmissionState("checking");
+          setError(
+            window.oneMemory
+              ? null
+              : "开始导入的结果尚未确认，选择已保留。可以重试，或进入应用页核对。",
+          );
+        }
       }
     } finally {
       connectSent.current = false;
-      flight.current = false;
+      sourceFlight.current = false;
       if (alive.current) setBusy(null);
     }
   }
 
   const count = selected.length;
+  const continueWithoutImport =
+    busy === null && locationCheck !== "checking" && count === 0;
   // D51 item 3: only a *confirmed* snapshot may show a number. A failed
   // detection must read 未完成 even when sources are listed — otherwise the
   // number branch answered first and the summary claimed a count while the
@@ -987,10 +1203,11 @@ export function OnboardingFlow({
             jobs={reviewJobs}
             failedSources={accepted?.failed_sources}
             sourceSnapshot={imports.sourceSnapshot}
-            busy={busy === "leaving"}
+            importSubmissionState={importSubmissionState}
+            busy={completionBusy}
             error={error && text(error)}
             onContinue={(destination) => {
-              if (busy === "leaving") return;
+              if (completionBusy) return;
               if (completionFailed) {
                 void leave(destination);
                 return;
@@ -1025,96 +1242,85 @@ export function OnboardingFlow({
           <R6ColdStartFrame
             step={3}
             title={text("选择记忆模式")}
-            eyebrow={text("最后一步 · 决定如何处理对话")}
             focusToken={modeFocusToken}
             footer={
-              <>
-                <R6Button
-                  variant="quiet"
-                  disabled={modeSaving || busy === "leaving"}
-                  onClick={() => {
-                    setModeError(null);
-                    intentRef.current = modeChoice;
-                    setupStepRef.current = "review";
-                    setSetupStep("review");
-                    void queueProgressWrite(() =>
-                      patchOnboardingProgress({
-                        mode_intent: modeChoice,
-                        setup_step: "review",
-                      }),
-                    ).catch((reason) => {
-                      if (!isCompletedProgressConflict(reason) && alive.current)
-                        setModeError(
-                          "恢复进度未能保存。你的选择已保留，请重试。",
-                        );
-                    });
-                  }}
-                >
-                  {text("返回导入")}
-                </R6Button>
-                <R6Button
-                  className="onboarding-r6-submit"
-                  variant="primary"
-                  pending={modeSaving}
-                  disabled={
-                    !modeChoice ||
-                    busy === "leaving" ||
-                    (modeChoice === "lite" && flight.current)
-                  }
-                  onClick={() => void saveModeChoice()}
-                >
-                  {text(
-                    modeSaving
-                      ? "正在保存…"
+              <R6Button
+                className="onboarding-r6-submit"
+                variant="primary"
+                pending={modeSaving}
+                disabled={
+                  !modeChoice ||
+                  completionBusy ||
+                  (modeChoice === "ultra" && !scheduleLoaded)
+                }
+                onClick={() => void saveModeChoice()}
+              >
+                {text(
+                  modePhase === "saving"
+                    ? "正在保存模式…"
+                    : modePhase === "completing"
+                      ? "正在完成首次设置…"
                       : modeChoice === "lite"
                         ? "使用 Lite 进入"
                         : modeChoice === "pro"
                           ? "继续配置模型"
                           : "继续",
-                  )}
-                </R6Button>
-              </>
+                )}
+              </R6Button>
             }
           >
             <section
               className="onboarding-r6-mode"
-              aria-labelledby="onboarding-memory-mode-title"
+              aria-label={text("记忆模式")}
             >
               <div className="onboarding-r6-mode-intro">
-                <p id="onboarding-memory-mode-title">
-                  {text("之后可在设置中更改。")}
-                </p>
+                <h2>
+                  {locale === "zh-Hans"
+                    ? "Choose how MemHub remembers"
+                    : text("你希望 MemHub 如何形成记忆？")}
+                </h2>
+                <p>{text("需要明确选择一种方式；之后仍可在设置中更改。")}</p>
               </div>
-              <MemoryModeChoiceList
+              <MemoryModeCards
                 aria-label={text("记忆模式")}
-                modes={[
-                  {
-                    mode: "lite",
-                    title: "Lite",
-                    description: text(
-                      "无需模型，只保存并检索原始对话，不生成提炼记忆。",
-                    ),
-                  },
-                  {
-                    mode: "pro",
-                    title: "Pro",
-                    description: text(
-                      "使用模型理解对话，提取并整理可持续生长的记忆。",
-                    ),
-                  },
-                ]}
-                selected={modeChoice}
-                disabled={modeSaving || busy === "leaving"}
-                recommended={{ mode: "pro", badge: text("推荐") }}
+                value={modeChoice}
+                layout="rows"
+                disabled={modeSaving || completionBusy}
                 onChange={(mode) => {
                   modeChoiceTouched.current = true;
-                  setModeChoice(mode as OnboardingMemoryMode);
+                  intentRef.current = mode;
+                  setModeChoice(mode);
                   setModeError(null);
                 }}
+                ultraDetail={
+                  scheduleLoaded ? (
+                    <div className="onboarding-r6-ultra-default">
+                      <strong>{text("每天自动整合")}</strong>
+                      <small>
+                        {text(
+                          ultraSchedule.enabled
+                            ? "每天 {time} 左右自动整合，使用这台设备的本地时间；休眠错过后会补跑。"
+                            : "已关闭。重新开启后仍按 {time} 运行；已生成的结果会保留。",
+                        ).replace("{time}", ultraSchedule.time)}
+                      </small>
+                    </div>
+                  ) : scheduleReadFailed ? (
+                    <div className="onboarding-r6-schedule-recovery">
+                      <p role="alert">
+                        {text("记忆模式状态暂时无法读取，请重试。")}
+                      </p>
+                      <R6Button
+                        className="onboarding-r6-schedule-retry"
+                        onClick={() => void refreshUltraSchedule()}
+                      >
+                        {text("重试")}
+                      </R6Button>
+                    </div>
+                  ) : (
+                    <p>{text("正在读取自动整合设置…")}</p>
+                  )
+                }
               />
-              <p className="onboarding-r6-mode-ultra-note">
-                {text("Ultra 可在完成首次设置后到设置页开启。")}
-              </p>
               {(modeError || error) && (
                 <p className="onboarding-r6-mode-error" role="alert">
                   {text(modeError ?? error ?? "")}
@@ -1129,7 +1335,8 @@ export function OnboardingFlow({
               generationToken={modelGenerationToken}
               isGenerationCurrent={(token) =>
                 modelGeneration.current === token &&
-                intentRef.current === "pro" &&
+                intentRef.current !== "lite" &&
+                intentRef.current !== null &&
                 setupStepRef.current === "model"
               }
               initialProfileId={modelProfileId.current}
@@ -1142,7 +1349,7 @@ export function OnboardingFlow({
                 void persistModelProfile(profileId)
               }
               onModelActiveConfirmed={(token, ownerProfileId) =>
-                void confirmProMode(token, ownerProfileId)
+                void confirmModelMode(token, ownerProfileId)
               }
               sourceNames={sourceIds.map(
                 (id) =>
@@ -1157,10 +1364,11 @@ export function OnboardingFlow({
                 )}
               onBack={() => {
                 setModeError(null);
-                leaveModelStep("pro", "mode");
+                const target = intentRef.current === "ultra" ? "ultra" : "pro";
+                leaveModelStep(target, "mode");
                 void queueProgressWrite(() =>
                   putOnboardingProgress({
-                    mode_intent: "pro",
+                    mode_intent: target,
                     setup_step: "mode",
                     model_profile_id: modelProfileId.current,
                   }),
@@ -1188,7 +1396,7 @@ export function OnboardingFlow({
           <>
             <R6Button
               variant="quiet"
-              disabled={busy !== null}
+              disabled={busy !== null || completionBusy}
               onClick={() => finishOnce(exitDestination)}
             >
               {text(
@@ -1197,7 +1405,7 @@ export function OnboardingFlow({
             </R6Button>
             <R6Button
               variant="primary"
-              disabled={busy !== null}
+              disabled={busy !== null || completionBusy}
               onClick={() => void leave(exitDestination)}
             >
               {text("重试保存并进入")}
@@ -1215,16 +1423,8 @@ export function OnboardingFlow({
     <R6ColdStartFrame
       step={1}
       title={text("把熟悉的背景，带到这里")}
-      eyebrow={text("你的记忆，从这里接上")}
       footer={
         <>
-          <R6Button
-            variant="quiet"
-            disabled={locked}
-            onClick={() => requestModeChoice("sources")}
-          >
-            {text("稍后添加，先进入")}
-          </R6Button>
           {error && (
             <p className="onboarding-r6-error" role="alert">
               {error && text(error)}
@@ -1233,10 +1433,20 @@ export function OnboardingFlow({
           <R6Button
             className="onboarding-r6-submit"
             variant="primary"
-            disabled={locked || count === 0}
-            onClick={() => void startImport()}
+            disabled={locked}
+            onClick={() =>
+              continueWithoutImport
+                ? requestModeChoice("sources")
+                : void startImport()
+            }
           >
-            {text(busy === "submitting" ? "正在开始导入…" : "开始导入")}
+            {text(
+              continueWithoutImport
+                ? "选择记忆模式"
+                : busy === "submitting"
+                  ? "正在开始导入…"
+                  : "开始导入",
+            )}
           </R6Button>
         </>
       }
@@ -1246,12 +1456,6 @@ export function OnboardingFlow({
           className="onboarding-r6-apps"
           aria-labelledby="cold-start-phase"
         >
-          <div className="onboarding-r6-intro">
-            <p>
-              {text("不用从头介绍自己。从常用的 App 开始，把已有背景带过来。")}
-            </p>
-            <p>{text("确认前只检查应用信息，不读取对话，也不安装连接。")}</p>
-          </div>
           <div className="onboarding-r6-list-heading">
             <h2 id="cold-start-phase" ref={heading} tabIndex={-1}>
               {text("本机 AI 应用")}

memhub/apps/web/src/OnboardingModelController.test.tsx

@@ -23,7 +23,17 @@ const { embedding, getModelProfiles, models, step } = vi.hoisted(() => ({
         max_concurrency: 4,
         context_window: null,
         has_api_key: true,
+        credential_state: "available" as
+          | "available"
+          | "missing"
+          | "unavailable",
         is_active: true,
+        capabilities: {
+          endpoint_reachable: true,
+          model_available: true,
+          embedding_available: true,
+          structured_output: false,
+        },
       },
     ],
     pendingProbe: null as null | {
@@ -57,7 +67,7 @@ const { embedding, getModelProfiles, models, step } = vi.hoisted(() => ({
     supported: false as boolean | null,
     planActivation: vi.fn(),
     startPlannedSwitch: vi.fn(),
-    shouldUseLegacyActivation: () => true,
+    shouldUseLegacyActivation: (() => true) as () => boolean,
     clearPlan: vi.fn(),
     clearError: vi.fn(),
   },
@@ -123,6 +133,7 @@ beforeEach(() => {
   models.creationMissing = null;
   embedding.current = null;
   embedding.supported = false;
+  embedding.shouldUseLegacyActivation = () => true;
   step.current = null;
 });
 
@@ -164,6 +175,32 @@ it("resumes and confirms the active profile explicitly owned by onboarding", asy
   expect(enabled).toHaveBeenCalledWith(1, "active-profile");
 });
 
+it("does not complete with an active profile whose credential is unavailable", async () => {
+  models.profiles = [
+    {
+      ...activeProfile,
+      credential_state: "unavailable",
+    },
+  ];
+  const enabled = vi.fn();
+  render(
+    <OnboardingModelController
+      sourceNames={[]}
+      initialProfileId="active-profile"
+      onBack={vi.fn()}
+      onModelActiveConfirmed={enabled}
+    />,
+  );
+
+  await waitFor(() => expect(step.current).not.toBeNull());
+  expect(enabled).not.toHaveBeenCalled();
+  await userEvent.click(
+    screen.getByRole("button", { name: "继续使用当前模型" }),
+  );
+  expect(enabled).not.toHaveBeenCalled();
+  expect(screen.getByText(/模型凭据或连接状态已变化/)).toBeTruthy();
+});
+
 it("hydrates a persisted inactive profile without creating a duplicate", async () => {
   models.profiles = [{ ...activeProfile, is_active: false }];
   const active = vi.fn();
@@ -206,7 +243,7 @@ it("recovers a pending creation and persists its profile id", async () => {
 });
 
 it("reconciles a pending probe instead of saving or creating again", async () => {
-  const inactive = { ...activeProfile, is_active: false };
+  const inactive = { ...activeProfile, revision: 4, is_active: false };
   models.profiles = [inactive];
   models.pendingProbe = {
     operationId: "probe-operation",
@@ -215,7 +252,8 @@ it("reconciles a pending probe instead of saving or creating again", async () =>
   };
   models.probeProfile.mockResolvedValueOnce({
     profile_id: "active-profile",
-    profile_revision: 3,
+    input_profile_revision: 3,
+    profile_revision: 4,
     capabilities: {
       endpoint_reachable: true,
       model_available: true,
@@ -238,10 +276,76 @@ it("reconciles a pending probe instead of saving or creating again", async () =>
   await waitFor(() =>
     expect(models.probeProfile).toHaveBeenCalledWith("active-profile"),
   );
+  await waitFor(() =>
+    expect(screen.getByText("模型连接测试通过，可以启用。")).toBeTruthy(),
+  );
+  expect(currentStep().canSaveAndEnable).toBe(true);
   expect(models.update).not.toHaveBeenCalled();
   expect(models.create).not.toHaveBeenCalled();
 });
 
+it("passes the first test when Core advances the tested profile revision", async () => {
+  const inactive = { ...activeProfile, revision: 1, is_active: false };
+  models.profiles = [inactive];
+  models.update.mockResolvedValueOnce(inactive);
+  models.probeProfile.mockResolvedValueOnce({
+    profile_id: inactive.profile_id,
+    input_profile_revision: 1,
+    profile_revision: 2,
+    capabilities: {
+      endpoint_reachable: true,
+      model_available: true,
+      embedding_available: true,
+    },
+    stages: [{ ok: false }],
+  });
+  models.activate.mockResolvedValueOnce({
+    ...inactive,
+    revision: 2,
+    is_active: true,
+    capabilities: {
+      endpoint_reachable: true,
+      model_available: true,
+      embedding_available: true,
+    },
+  });
+  embedding.supported = true;
+  embedding.current = { writes_paused: false };
+  embedding.shouldUseLegacyActivation = () => false;
+  embedding.planActivation.mockResolvedValueOnce({ needed: false });
+  const confirmed = vi.fn();
+  render(
+    <OnboardingModelController
+      sourceNames={[]}
+      initialProfileId={inactive.profile_id}
+      onBack={vi.fn()}
+      onModelActiveConfirmed={confirmed}
+    />,
+  );
+  await waitFor(() =>
+    expect(
+      (currentStep().profile as { profile_id: string } | null)?.profile_id,
+    ).toBe(inactive.profile_id),
+  );
+
+  await act(async () => {
+    await (currentStep().onTest as () => Promise<void>)();
+  });
+
+  await waitFor(() =>
+    expect(screen.getByText("模型连接测试通过，可以启用。")).toBeTruthy(),
+  );
+  expect(currentStep().canSaveAndEnable).toBe(true);
+  expect(currentStep().profile).toMatchObject({ revision: 2 });
+  expect(getModelProfiles).not.toHaveBeenCalled();
+  await act(async () => {
+    await (currentStep().onSaveAndEnable as () => Promise<void>)();
+  });
+  expect(embedding.planActivation).toHaveBeenCalledWith(inactive.profile_id, 2);
+  expect(models.activate).toHaveBeenCalledWith(inactive.profile_id);
+  expect(confirmed).toHaveBeenCalledWith(1, inactive.profile_id);
+});
+
 it("keeps an active resumed profile on the model step while writes are paused", async () => {
   embedding.supported = true;
   embedding.current = { writes_paused: true };

memhub/apps/web/src/OnboardingModelController.tsx

@@ -1,16 +1,15 @@
 import type {
-  ModelProbeResult,
   ModelProfile,
   ModelProfileInput,
   ModelProfilePatch,
 } from "@one-memory/contracts";
-import { useEffect, useRef, useState } from "react";
-import { getModelProfiles } from "./api";
+import { useCallback, useEffect, useRef, useState } from "react";
 import { EmbeddingSwitchConfirmDialog } from "./EmbeddingSwitchExperience";
 import {
   presetForGeneration,
   validateGenerationModel,
 } from "./GenerationModelPrimitives";
+import { modelProfileReady, profileFromProbe } from "./model-profile-readiness";
 import {
   type OnboardingModelDraft,
   OnboardingModelStep,
@@ -41,23 +40,6 @@ const initial: OnboardingModelDraft = {
   context_window: "",
 };
 
-export function probeMatchesProfile(
-  original: ModelProfile,
-  current: ModelProfile | undefined,
-  probe: ModelProbeResult | undefined | null,
-): current is ModelProfile {
-  return Boolean(
-    current &&
-      probe &&
-      probe.profile_id === original.profile_id &&
-      probe.profile_revision === current.revision &&
-      probe.capabilities.endpoint_reachable &&
-      probe.capabilities.model_available &&
-      probe.capabilities.embedding_available &&
-      probe.stages.every((stage) => stage.ok),
-  );
-}
-
 export function OnboardingModelController({
   sourceNames,
   importedConversationCount = 0,
@@ -112,6 +94,17 @@ export function OnboardingModelController({
     >(),
   );
   const autoConfirmed = useRef<string | null>(null);
+  const confirmReadyProfile = useCallback(
+    (profile: ModelProfile, owner = generationToken) => {
+      if (!isGenerationCurrent(owner) || !modelProfileReady(profile)) {
+        setError("模型凭据或连接状态已变化，请重新测试后再完成首次设置。");
+        return false;
+      }
+      onModelActiveConfirmed?.(owner, profile.profile_id);
+      return true;
+    },
+    [generationToken, isGenerationCurrent, onModelActiveConfirmed],
+  );
 
   useEffect(() => {
     const profile = initialProfileId
@@ -152,21 +145,19 @@ export function OnboardingModelController({
   useEffect(() => {
     if (
       !saved?.is_active ||
-      !isGenerationCurrent(generationToken) ||
       (embeddingSwitch.supported !== false && !embeddingSwitch.current) ||
       embeddingSwitch.current?.writes_paused
     )
       return;
     const key = `${generationToken}:${saved.profile_id}`;
     if (autoConfirmed.current === key) return;
-    autoConfirmed.current = key;
-    onModelActiveConfirmed?.(generationToken, saved.profile_id);
+    if (confirmReadyProfile(saved, generationToken))
+      autoConfirmed.current = key;
   }, [
     embeddingSwitch.current,
     embeddingSwitch.supported,
+    confirmReadyProfile,
     generationToken,
-    isGenerationCurrent,
-    onModelActiveConfirmed,
     saved,
   ]);
 
@@ -182,8 +173,7 @@ export function OnboardingModelController({
       flight.current = false;
       setSwitchPendingJobId(null);
       setPhase("idle");
-      if (saved && isGenerationCurrent(generationToken))
-        onModelActiveConfirmed?.(generationToken, saved.profile_id);
+      if (saved) confirmReadyProfile(saved, generationToken);
     } else if (finished.state === "rolled_back") {
       flight.current = false;
       setSwitchPendingJobId(null);
@@ -192,9 +182,8 @@ export function OnboardingModelController({
     }
   }, [
     embeddingSwitch.current?.last_finished,
+    confirmReadyProfile,
     generationToken,
-    isGenerationCurrent,
-    onModelActiveConfirmed,
     saved,
     switchPendingJobId,
   ]);
@@ -338,11 +327,10 @@ export function OnboardingModelController({
       setPhase("testing");
       const result = await models.probeProfile(profile.profile_id);
       if (!isGenerationCurrent(owner)) return;
-      const current = (await getModelProfiles()).find(
-        (item) => item.profile_id === profile.profile_id,
+      const current = profileFromProbe(profile, result);
+      const passed = Boolean(
+        current && modelProfileReady(current, result ?? null),
       );
-      if (!isGenerationCurrent(owner)) return;
-      const passed = probeMatchesProfile(profile, current, result);
       if (current) setSaved(current);
       setProbe({
         state: passed ? "passed" : "failed",
@@ -378,11 +366,10 @@ export function OnboardingModelController({
     try {
       const result = await models.probeProfile(saved.profile_id);
       if (!isGenerationCurrent(owner)) return;
-      const current = (await getModelProfiles()).find(
-        (item) => item.profile_id === saved.profile_id,
+      const current = profileFromProbe(saved, result);
+      const passed = Boolean(
+        current && modelProfileReady(current, result ?? null),
       );
-      if (!isGenerationCurrent(owner)) return;
-      const passed = probeMatchesProfile(saved, current, result);
       if (current) setSaved(current);
       setProbe({
         state: passed ? "passed" : "failed",
@@ -408,8 +395,7 @@ export function OnboardingModelController({
         setError("模型写入暂时关闭。请等待索引维护完成后重试。");
         return;
       }
-      if (isGenerationCurrent(generationToken))
-        onModelActiveConfirmed?.(generationToken, saved.profile_id);
+      confirmReadyProfile(saved, generationToken);
       return;
     }
     const owner = generationToken;
@@ -433,9 +419,15 @@ export function OnboardingModelController({
       }
       const active = await models.activate(saved.profile_id);
       if (!isGenerationCurrent(owner)) return;
-      if (!active?.is_active) throw new Error("model_activation_unconfirmed");
+      if (
+        !active?.is_active ||
+        active.profile_id !== saved.profile_id ||
+        active.revision !== saved.revision ||
+        !modelProfileReady(active)
+      )
+        throw new Error("model_activation_unconfirmed");
       trace.done("succeeded");
-      onModelActiveConfirmed?.(owner, active.profile_id);
+      confirmReadyProfile(active, owner);
     } catch {
       trace.done("unknown", { reason: "model_enable_unconfirmed" });
       setError("模型未能确认启用，请在设置中核对。");

memhub/apps/web/src/OnboardingModelStep.test.tsx

@@ -76,7 +76,9 @@ describe("OnboardingModelStep", () => {
     localStorage.setItem(LANGUAGE_STORAGE_KEY, locale);
     const title = guiMessages[locale]["配置记忆整理模型"];
     const back = guiMessages[locale]["返回选择模式"];
-    if (!title || !back) throw new Error(`missing ${locale} model copy`);
+    const summary = guiMessages[locale]["记忆整理"];
+    if (!title || !back || !summary)
+      throw new Error(`missing ${locale} model copy`);
     render(
       <LanguageProvider>
         <OnboardingModelStep {...props()} />
@@ -93,10 +95,11 @@ describe("OnboardingModelStep", () => {
       }),
     ).toBeTruthy();
     expect(screen.getByLabelText(/API Key/)).toBeTruthy();
+    expect(screen.getByRole("complementary", { name: summary })).toBeTruthy();
     expect(screen.getAllByRole("button").length).toBeGreaterThanOrEqual(4);
   });
 
-  it("keeps step 3 on memory mode in a generation-only column", () => {
+  it("keeps current behavior in the restored open-source composition", () => {
     render(<OnboardingModelStep {...props()} />);
     expect(
       screen.getByRole("heading", { name: "配置记忆整理模型" }),
@@ -110,12 +113,9 @@ describe("OnboardingModelStep", () => {
     expect(screen.getByText("DeepSeek · deepseek-flash")).toBeTruthy();
     expect(screen.queryByText("本次沉淀")).toBeNull();
     expect(screen.queryByLabelText(/向量|Embedding/)).toBeNull();
-    expect(
-      document.querySelector(
-        ".onboarding-model-layout--single-column-600" +
-          '[data-responsive="single-column-600"]',
-      ),
-    ).toBeTruthy();
+    expect(document.querySelector(".onboarding-model-layout")).toBeTruthy();
+    expect(document.querySelector(".onboarding-model-summary")).toBeTruthy();
+    expect(screen.getByText("让记忆从这里开始")).toBeTruthy();
   });
 
   it("focuses the page title when entering the model substep", async () => {
@@ -181,6 +181,18 @@ describe("OnboardingModelStep", () => {
     );
   });
 
+  it("returns to the visible API key field when it fails in advanced mode", async () => {
+    const p = props();
+    p.advancedOpen = true;
+    p.fieldErrors = { api_key: "请填写 API Key。" };
+    const view = render(<OnboardingModelStep {...p} />);
+    await waitFor(() => expect(p.onAdvancedChange).toHaveBeenCalledWith(false));
+    view.rerender(<OnboardingModelStep {...p} advancedOpen={false} />);
+    await waitFor(() =>
+      expect(document.activeElement).toBe(screen.getByLabelText("API Key")),
+    );
+  });
+
   it("links field errors and keeps secrets out of callback errors", async () => {
     const p = props();
     p.fieldErrors = { api_key: "请填写 API Key。" };

memhub/apps/web/src/OnboardingModelStepNext.tsx

@@ -12,6 +12,7 @@ import type {
 import { useOnboardingTranslation } from "./onboarding-language";
 import { R6ColdStartFrame } from "./R6ColdStartFrame";
 import { R6Button } from "./R6Controls";
+import "./onboarding-model-r6.css";
 
 type Action = "test" | "save-and-enable";
 
@@ -60,6 +61,10 @@ export function OnboardingModelStepNext(props: OnboardingModelStepProps) {
       props.onAdvancedChange(true);
       return;
     }
+    if (firstError === "api_key" && props.advancedOpen) {
+      props.onAdvancedChange(false);
+      return;
+    }
     if (firstError && (!technicalError || props.advancedOpen)) {
       formRef.current
         ?.querySelector<HTMLElement>(`[name="${firstError}"]`)
@@ -173,10 +178,7 @@ export function OnboardingModelStepNext(props: OnboardingModelStepProps) {
           </>
         }
       >
-        <div
-          className="onboarding-model-layout onboarding-model-layout--single-column-600"
-          data-responsive="single-column-600"
-        >
+        <div className="onboarding-model-layout">
           <section
             ref={formRef}
             className="onboarding-model-form"
@@ -184,6 +186,9 @@ export function OnboardingModelStepNext(props: OnboardingModelStepProps) {
             data-advanced={props.advancedOpen}
           >
             <div className="onboarding-model-group">
+              <p className="onboarding-model-intro">
+                {text("选择服务商，填入 API Key。核对已有配置后再继续。")}
+              </p>
               <label
                 className="onboarding-model-field onboarding-model-provider"
                 htmlFor={`${id}-provider`}
@@ -263,16 +268,6 @@ export function OnboardingModelStepNext(props: OnboardingModelStepProps) {
                   )}
                 </strong>
               </div>
-              <div className="onboarding-model-disclosure">
-                <p>
-                  {text("相关对话会发送给所选服务商。")}
-                  {sourceSummary ? ` ${sourceSummary}` : ""}
-                </p>
-                <p>
-                  {text("密钥保存在系统安全存储中，不写入对话或日志。")}{" "}
-                  {text("测试只向此接口发送测试内容，不发送历史对话。")}
-                </p>
-              </div>
               <GenerationTechnicalDisclosure
                 open={props.advancedOpen}
                 disabled={fieldsLocked}
@@ -348,6 +343,35 @@ export function OnboardingModelStepNext(props: OnboardingModelStepProps) {
               ) : null}
             </div>
           </section>
+          <aside
+            className="onboarding-model-summary"
+            aria-label={text("记忆整理")}
+          >
+            <div className="onboarding-model-summary-heading">
+              <p>{text("记忆整理")}</p>
+              <h2>{text("让记忆从这里开始")}</h2>
+            </div>
+            <div className="onboarding-model-connections">
+              <p>{text("对话来源")}</p>
+              <strong>{sourceSummary || text("尚无已选来源")}</strong>
+              <small>
+                {t("onboardingImportedConversations", {
+                  count: props.importedConversationCount ?? 0,
+                })}
+              </small>
+            </div>
+            <div className="onboarding-model-summary-status">
+              <small>
+                {text("处理服务：")}
+                {text(provider?.label ?? "待选择")}
+              </small>
+              <small>
+                {text("相关对话会发送给所选服务商。")}
+                <br />
+                {text("测试只向此接口发送测试内容，不发送历史对话。")}
+              </small>
+            </div>
+          </aside>
         </div>
       </R6ColdStartFrame>
     </div>

memhub/apps/web/src/R6ColdStartFrame.test.tsx

@@ -48,6 +48,40 @@ it("sizes the import action to its label and wraps footer content", () => {
   );
 });
 
+it("uses content-driven shell, discovery and mode geometry", () => {
+  const stage = declaration("onboarding-r6.css", ".onboarding-r6-stage");
+  const shell = declaration("onboarding-r6.css", ".onboarding-r6-shell");
+  const discovery = declaration(
+    "onboarding-r6.css",
+    ".onboarding-r6-discovery",
+  );
+  const heading = declaration(
+    "onboarding-r6.css",
+    ".onboarding-r6-list-heading",
+  );
+  const mode = declaration("onboarding-r6.css", ".onboarding-r6-mode");
+
+  expect(stage).toMatch(/min-height:\s*0/);
+  expect(stage).not.toMatch(/min-height:\s*852px/);
+  expect(shell).toMatch(/height:\s*100%/);
+  expect(shell).not.toMatch(/(?:^|;)\s*height:\s*820px/);
+  expect(discovery).toMatch(/height:\s*100%/);
+  expect(heading).toMatch(/position:\s*static/);
+  expect(mode).toMatch(/width:\s*100%/);
+});
+
+it("does not reserve an empty eyebrow row", () => {
+  render(
+    <LanguageProvider>
+      <R6ColdStartFrame step={1} title="Fixture" footer={null}>
+        <p>Fixture body</p>
+      </R6ColdStartFrame>
+    </LanguageProvider>,
+  );
+  expect(screen.getByRole("heading", { name: "Fixture" })).toBeTruthy();
+  expect(screen.queryByText("你的记忆，从这里接上")).toBeNull();
+});
+
 it("keeps progress cards content-sized and the step-two footer in normal flow", () => {
   const card = declaration(
     "r6-import-progress.css",
@@ -62,10 +96,10 @@ it("keeps progress cards content-sized and the step-two footer in normal flow",
     ),
   ).toMatch(/flex:\s*0 0 auto/);
   expect(declaration("first-import-r6.css", ".first-import-r6-layout")).toMatch(
-    /height:\s*auto/,
+    /height:\s*100%/,
   );
   expect(
-    declaration("first-import-r6.css", ".first-import-r6-footer-note"),
+    declaration("first-import-r6.css", ".first-import-r6-feedback"),
   ).not.toMatch(/max-height|overflow/);
   expect(declaration("onboarding-r6.css", ".onboarding-r6-body")).toMatch(
     /overflow-y:\s*auto/,

memhub/apps/web/src/R6ColdStartFrame.tsx

@@ -13,7 +13,7 @@ export function R6ColdStartFrame({
 }: {
   step: 1 | 2 | 3;
   title: string;
-  eyebrow: string;
+  eyebrow?: string | null;
   children: ReactNode;
   footer: ReactNode;
   focusToken?: number;
@@ -39,7 +39,7 @@ export function R6ColdStartFrame({
         <section className="onboarding-r6-shell" data-step={step}>
           <header className="onboarding-r6-head">
             <div>
-              <p>{eyebrow}</p>
+              {eyebrow ? <p>{eyebrow}</p> : null}
               <h1
                 ref={titleRef}
                 tabIndex={focusToken === undefined ? undefined : -1}

memhub/apps/web/src/R6Controls.test.tsx

@@ -19,13 +19,23 @@ describe("R6 shared controls", () => {
 
   it("keeps its label and prevents duplicate activation while pending", () => {
     const onClick = vi.fn();
-    render(
-      <R6Button pending onClick={onClick}>
+    const view = render(
+      <R6Button pending={false} onClick={onClick}>
         保存修改
       </R6Button>,
     );
     const button = screen.getByRole("button", { name: "保存修改" });
+    const reservedSpinner = button.querySelector(".r6-button-spinner");
+    expect(reservedSpinner).toBeTruthy();
+    expect(reservedSpinner?.getAttribute("data-visible")).toBeNull();
+    view.rerender(
+      <R6Button pending onClick={onClick}>
+        保存修改
+      </R6Button>,
+    );
     expect(button.getAttribute("aria-busy")).toBe("true");
+    expect(button.querySelector(".r6-button-spinner")).toBe(reservedSpinner);
+    expect(reservedSpinner?.getAttribute("data-visible")).toBe("true");
     fireEvent.click(button);
     expect(onClick).not.toHaveBeenCalled();
     expect(button.textContent).toContain("保存修改");

memhub/apps/web/src/R6Controls.tsx

@@ -13,24 +13,32 @@ type ButtonProps = ButtonHTMLAttributes<HTMLButtonElement> & {
 
 export function R6Button({
   variant = "secondary",
-  pending = false,
+  pending,
   disabled,
   children,
   className = "",
   type = "button",
   ...props
 }: ButtonProps) {
+  const supportsPending = pending !== undefined;
+  const busy = pending === true;
   return (
     <button
       {...props}
       type={type}
       className={`r6-button ${className}`}
       data-variant={variant}
-      disabled={disabled || pending}
-      aria-busy={pending || undefined}
+      disabled={disabled || busy}
+      aria-busy={busy || undefined}
     >
       <span className="r6-button-label">{children}</span>
-      {pending && <span className="r6-button-spinner" aria-hidden="true" />}
+      {supportsPending ? (
+        <span
+          className="r6-button-spinner"
+          data-visible={busy || undefined}
+          aria-hidden="true"
+        />
+      ) : null}
     </button>
   );
 }