Commit Graph
924 Commits
Author SHA1 Message Date
DuTao d328b05432 feat(bot): support OpenAI and credential streaming (#3696) 2026-08-03 15:13:34 +08:00
Hao Zhe b2e1972610 refactor(langchain): extract standalone integration package (#3685)
* refactor(langchain): extract standalone integration package

* fix(langchain): preserve optional legacy imports

* fix(langchain): guard legacy submodule imports
2026-08-03 15:01:13 +08:00
Hao Zhe c1d38eb47f feat(langchain): support request-scoped actor peers (#3626) 2026-08-01 22:55:33 +08:00
Hao Zheandzhiheng.liu de9c3cec15 fix(storage): preserve deletion and session durability (#3553)
* fix(ragfs): preserve cache visibility on partial S3 deletes

Surface exact and per-object S3 deletion failures, while always invalidating the affected directory and stat cache scope after a recursive delete attempt.

Source-PR: #3407
Original-Commit: 8d6addf28e

* fix(session): preserve legacy policy and peer identity compatibility

Parse string false and other legacy boolean-like memory policy values without silently enabling extraction or breaking persisted configs. Encode mixed-script peers losslessly, while retaining their former lossy IDs as read-only retrieval and extraction aliases.

Source-PR: #3422
Original-Commit: 0dfd5a9ed9

* fix(memory): drain timer flush tasks during shutdown

Retain the shielded timer flush task and await it when close cancels the timer loop, so batch failures are observed and submitters are resolved without unhandled task exceptions.

Source-PR: #3438
Original-Commit: ca1d74e164

* fix(storage): preserve peer isolation and cache correctness

* fix(ingest): reserve encoded peer namespace

* ci: skip embedding-dependent resource test without secrets

* fix(ragfs): invalidate caches after partial remove

---------

Co-authored-by: zhiheng.liu <zhiheng.liu@bytedance.com>
2026-07-31 21:45:29 +08:00
yangxinxin-7andClaude Opus 5 8b4deaab99 fix(parser): drop duplicate images when a PDF stacks XObjects on one spot (#3662)
Print-to-PDF producers routinely emit several image XObjects drawn at the
exact same position on a page (a background layer plus a content layer).
Because `_extract_image_from_page` rasterises the page *region* rather than
decoding the XObject itself, every one of them renders to identical bytes —
so a document with two stacked full-page layers wrote two byte-identical
PNGs per page and referenced both from the generated markdown.

Dedup within each page, in two steps:

- bbox first, so a repeat is skipped before paying for the render;
- a content hash as a backstop, for bboxes that differ slightly but still
  rasterise to the same bytes.

Both sets are per-page, so a header logo repeated across pages is still
kept once on every page. `meta["images_deduplicated"]` reports how many
were skipped.

Measured on an 8-page article exported from a web page: 16 saved PNGs -> 8,
16 markdown image references -> 8, local conversion 3.8s -> 2.4s.

Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
2026-07-31 20:03:21 +08:00
Qin Haojie 9295a3b955 fix(session): remove actor scope from session lifecycle (#3661)
Keep sessions user-scoped and remove legacy agent fallback that could leak an actor view into commit memory writes.
2026-07-31 19:52:19 +08:00
DuTao 6362681410 fix(session): preserve cumulative checkpoints across archives (#3647) 2026-07-31 16:10:20 +08:00
Qin Haojie 09e42aa739 fix(resource): restore queue status for waited imports (#3658) 2026-07-31 15:40:27 +08:00
zgy c241a2a043 chore: reduce import log noise (#3657) 2026-07-31 15:31:44 +08:00
agent bed5a0231a fix(agent evolution): snapshot complete experience directory on session commit (#3646)
* fix(snapshot): preserve untracked files in partial commits

* fix(snapshot): scope reconciliation to experience directory
2026-07-31 14:01:40 +08:00
zihengli 36d419aaa6 fix:openviking assets import external connector switch (#3634)
* fix:openviking assets import external connector switch

* fix(tests): update quick-start fake embedder compatibility

* fix:openviking assets import external connector switch

* fix:openviking assets import external connector switch
2026-07-31 13:55:41 +08:00
zgy 49b182045b refactor(parser): Refactor code summaries to fixed skeleton-first routing (#3568)
* Refactor code summary skeleton routing

* Simplify code skeleton routing configuration

* Render C tag skeletons as signatures

* Revert "Render C tag skeletons as signatures"

This reverts commit 8e342055f8.

* Simplify fixed code skeleton summary route

* Inline process skeleton rendering

* Simplify code skeleton routing entrypoints

* Fix code summary review issues

* Address final code summary review feedback

* Route failed tags skeletons to LLM fallback

* Restore CUDA and TS extension routing

* Improve code skeleton query coverage

* Route semantic code detection through skeleton support

* Move process skeleton engine into ast package

* Admit skeleton-supported files during directory scan

* Align code summary docs after main merge

* Reduce code skeleton fallback log verbosity

* chore: require grep-ast 0.9.0
2026-07-31 11:38:57 +08:00
baojun-zhang 7c956f23bc feat(config): add compatible default timeout for ragfs pathlock (#3641)
- add storage.agfs.pathlock.lock_timeout_secs
- use pathlock default timeout instead of hardcoded zero in wrapper
- map legacy storage.transaction.lock_timeout when new config is unset
- remote redolog by using  persistent `session_commit` queue.
2026-07-31 11:23:27 +08:00
Qin Haojie fd42b1ad92 feat(tasks): support task cancellation (#3577)
* feat(tasks): support task cancellation

* refactor(tasks): scope cancellation to current user

* feat(cli): support task cancellation

* refactor(tasks): make cancellation queue-aware

* refactor(tasks): simplify cancellation bookkeeping

* test: remove task cancellation coverage

* refactor(tasks): trim cancellation coordination

* fix(tasks): contain cancellation to owned work

* feat(tasks): persist resource source metadata

* fix(tasks): handle cancelled work consistently

* refactor(tasks): make completion queue-aware

* fix(tasks): persist terminal state before queue ack

* test(tasks): remove added lifecycle tests

* docs(tasks): document task cancellation
2026-07-30 20:34:27 +08:00
Qin Haojie b047becb06 fix(auth): enforce account user role boundaries (#3633)
Keep ROOT as a server-owned identity while allowing account admins to promote users within their own account.
2026-07-30 19:48:15 +08:00
zgy 48559ab4f1 Fix temp cleanup for repository tasks directories (#3630) 2026-07-30 19:41:14 +08:00
zihengli 47bbf7a66a feat(cli): add Openviking asset manifest mode to add-resource (#3358)
* feat: implement server-resolved OpenViking Assets manifests

Add the openviking-assets/1 declaration flow with server-owned configuration parsing and native Rust CLI execution.

- Resolve one flat Manifest against one Catalog through an authenticated server endpoint with strict schema and Git semantic validation.
- Reject recursive includes and unsafe clone URLs; return a resolved plan without submitting resources or running server-side batches.
- Keep local credential aliases, manifest state, dry-run, failure isolation, and per-asset create/sync orchestration in the CLI.
- Generate normalized stable asset identities on the server and remove the CLI direct SHA-1 dependency.
- Update flat examples and add server resolver/API plus Rust CLI coverage.

* feat: implement server-resolved OpenViking Assets manifests

* feat: implement server-resolved OpenViking Assets manifests

* fix(pathlock): tolerate missing lock token after recursive delete

* feat: implement server-resolved OpenViking Assets manifests

* feat: implement server-resolved OpenViking Assets manifests
2026-07-30 15:29:07 +08:00
Hao Zhe d2082ad2f7 fix(langchain): manage context wrapper resources (#3599)
Give with_openviking_context a deterministic lifecycle owner, reuse adapter clients without sharing invocation state, and preserve loop-scoped async behavior. Make component copies lifecycle-safe and reject post-close use before history access.
2026-07-30 14:30:02 +08:00
DuTao 6b416cd66d feat(bot): support image inputs in VikingBot Chat API (#3619)
* bot支持图片对话、去除Lite llm无效逻辑

* fix error

* clarify remote image URL validation
2026-07-30 14:00:48 +08:00
Hao Zhe e9701baa65 fix(langchain): preserve injected clients during deepcopy (#3603)
Copy connection and retriever configuration without cloning caller-owned live clients or carrying owned client caches into copied adapters. Guard optional Pydantic private state before resetting compatibility caches.
2026-07-30 12:23:59 +08:00
Eurakaxun 44c6df2622 perf: retrieval, import, LangChain, and session-context optimizations (#3569) 2026-07-30 10:10:11 +08:00
baojun-zhang a1b6626558 fix(import): avoid runtime storage package lazy imports for VikingDB managers (#3616) 2026-07-29 21:29:13 +08:00
baojun-zhang 2f9451231e refactor(pathlock):using rust implement instead python (#3602)
* refactor(pathlock):using rust implement instead python

* refactor(pathlock):using rust implement instead python

* refactor(pathlock):using rust implement instead python

* refactor(pathlock):optimize unit test code

* refactor(pathlock):optimize encryption create func

* refactor(pathlock):avoid releasing handoffed pathlock on enqueue errors

* fix(pathlock): use owned lease capability and handle S3 create-new 409 as conflict

* fix(ragfs): keep original FsContext for multi-write metadata

* fix(pathlock): resolve lease coverage and CAS handling issues

- detect S3 conditional conflicts from structured service errors
- pass transaction leases when deleting skill roots
- let temp cleanup acquire locks for temp paths
- disambiguate cache and pathlock providers in cache tests
- update temp cleanup lease assertions

* fix(ragfs): bypass pathlock for multi-write metadata

* fix(ragfs): revert pathlock fail-fast design

* fix(ragfs):fix(ragfs): use non-blocking fcntl locks for localfs CAS

* fix(ragfs): serialize heartbeat lease refresh with release and report real conflict kind

* fix(ragfs): preserve conflict kind snapshot and drop unused test scaffolding

* fix(ragfs): preserve conflict kind snapshot and drop unused test scaffolding
2026-07-29 19:45:34 +08:00
agent 0ec2bb0ec5 feat: live-reload Agent Evolution and add file usage sink (#3573)
* feat(agent-evolution): reload global switch at commit time

* feat(agent-evolution): expose configured account in status

* test(agent-evolution): cover account in status response

* fix(agent-evolution): align live config reload semantics

* fix(agent-evolution): tolerate non-object live config

* fix(usage-reporter): use snake case count fields

* feat(usage-reporter): add file log sink

* fix

* fix: address live reload and usage sink review findings

* fix(usage-reporter): complete file sink compatibility

* fix: make experience snapshot source unambiguous

* docs(usage-reporter): align count record implementation plan

* fix: address agent evolution review blockers

* fix(usage-reporter): preserve Windows rollover deadline

* fix(usage-reporter): encode file records as JSON envelopes

* fix(usage-reporter): use snake case unique id
2026-07-29 19:25:35 +08:00
zihengli e9c4cc97c3 refactor: extract Connector delegation and expose declarative add_type (#3591)
* refactor: delegate add_resource imports to external Connector

* refactor: delegate add_resource imports to external Connector

* refactor: extract Connector delegation and expose declarative add_type

* fix: merge main to refactor/connector_delegator

* fix: merge main to refactor/connector_delegator
2026-07-29 18:09:25 +08:00
Jiahui Zhou 34b5a88971 Feat/add resource tags (#3560)
* feat: allow tags during resource import

* feat: support uploaded resource watches with tags

* feat: add resource tag flags to CLI

* fix: reject uploaded resource watches with tags

* docs: untrack add resource tags design draft

* fix: write add_resource tags during ingest

* docs: move add_resource tags docs into resources api

* fix: tighten add_resource tag ingestion semantics

* fix: address add_resource tag review feedback

* fix: merge resource tags at vector upsert

* refactor: carry add_resource tags with ingest options
2026-07-29 15:43:06 +08:00
chenxiaobin-monkeyandchenxiaobin.monkey ff37e25cfd fix(parse): distinguish mpegts from TypeScript ts (#3574)
* fix(parse): distinguish mpegts from TypeScript ts

* fix(parse): tighten mpegts ts routing semantics

* fix(semantic): use file name for media summary type

---------

Co-authored-by: chenxiaobin.monkey <chenxiaobin.monkey@bytedance.com>
2026-07-29 13:28:25 +08:00
Hao Zhe 8db65ea9de fix(langchain): isolate async history and preserve cancellation semantics (#3575)
* fix(langchain): make async recording concurrency-safe

* fix(langchain): scope async state to each invocation

* fix(langchain): preserve cancellation progress on Python 3.10
2026-07-29 12:02:29 +08:00
baojun-zhang 1841dfed81 Revert "refactor(pathlock):using rust implement instead python (#3557)" (#3597)
This reverts commit 6b538db569.
2026-07-29 11:31:41 +08:00
baojun-zhang 6b538db569 refactor(pathlock):using rust implement instead python (#3557)
* refactor(pathlock):using rust implement instead python

* refactor(pathlock):using rust implement instead python

* refactor(pathlock):using rust implement instead python

* refactor(pathlock):optimize unit test code

* refactor(pathlock):optimize encryption create func

* refactor(pathlock):avoid releasing handoffed pathlock on enqueue errors

* fix(pathlock): use owned lease capability and handle S3 create-new 409 as conflict

* fix(ragfs): keep original FsContext for multi-write metadata

* fix(pathlock): resolve lease coverage and CAS handling issues

- detect S3 conditional conflicts from structured service errors
- pass transaction leases when deleting skill roots
- let temp cleanup acquire locks for temp paths
- disambiguate cache and pathlock providers in cache tests
- update temp cleanup lease assertions

* fix(ragfs): bypass pathlock for multi-write metadata

* fix(ragfs): revert pathlock fail-fast design
2026-07-29 11:08:42 +08:00
fujiajie666 44a50180bf fix(prompt): prevent mixed-language directory overviews (#3589)
* fix (overview language)

* fix(prompt): prevent mixed-language directory overviews
2026-07-28 20:56:06 +08:00
fujiajie666 c91b0d36f2 feat: implement Skill-driven knowledge compilation for ov compile (#3567)
* feat(compile): implement skill-driven ov compile

Require a Skill and run compile tasks through VikingBot AgentLoop with structured wiki bundle rendering and durable task state.

Add OpenViking batch-write and bot proxy APIs, Python SDK and Rust CLI support, shared link and memory helpers, tests, and a One-Page demo.

* fix(compile): refine defaults, links, and failure handling

* fix(compile): normalize skill tools and degrade gracefully

* feat(compile): support skill-defined artifact outputs

* feat(compile): improve artifact reliability and wiki navigation

* feat(compile): support generating and updating skill packages

* fix(compile): validate OKF frontmatter and catalog page types

* feat(compile): rank target catalog and validate updates lazily

* feat(compile): tag generated wiki files for search

* fix(compile): preserve generated skill artifacts in submissions

* fix(compile): enforce fixed toolset and workspace artifact submissions

* fix(skills): preserve nested metadata in skill frontmatter

* fix(compile): normalize wiki paths and citation line breaks

* docs(examples): remove outdated compile demos

* docs(api): document compile and batch-write endpoints

* fix(content): allow arbitrary resource files in batch writes

* fix(compile): harden task lifecycle, auth, and execution

* fix(compile): disable direct exec by default

* fix(compile): allow file-only tasks when exec is disabled

* fix(compile): prevent task lock leaks
2026-07-28 20:33:25 +08:00
Jiahui Zhou 5d1ba45be4 Feat/add resource processing mode (#3566)
* feat: add resource processing mode

* fix: keep semantic artifacts in vectors-only add resource

* test: support processing mode in api test client

* docs: document add resource processing mode

* fix: align processing mode after resource ingestion refactor

* feat: expose processing mode in TypeScript SDK

* fix: preserve add resource compatibility
2026-07-28 20:09:06 +08:00
zihengli a1e468b982 feat(connector): support more git like platform (#3531)
* feat(connector): support more git like platform

* feat(connector): support more git like platform

* feat(connector): support more git like platform

* feat(connector): support more git like platform

* feat(connector): support more git like platform
2026-07-28 19:17:47 +08:00
Hao Zheandzhiheng.liu 797406c381 fix(sdk): consolidate model, client, and evaluation correctness (#3550)
* fix(models): route multimodal inputs to DashScope embed_content

Sweep findings: A-09. Preserve image parts through the shared embedding entrypoints.

(cherry picked from commit 50b20d7ca9)

* fix(models): constrain DashScope multimodal routing

Sweep findings: A-09. Preserve text mode and require a single fused vector for multipart input.

(cherry picked from commit 77784429d4)

* fix(models): respect DashScope Qwen fusion parameters

Sweep finding A-09

(cherry picked from commit aafc702b20)

* fix(review): preserve tongyi multipart compatibility

Addresses blocking review finding on #3400.

(cherry picked from commit 96844047c5)

* fix(eval): flush queued records on stop and adapt RAG pipeline to FindResult

Sweep findings: B-05, B-12. Drain recorder queues through the sentinel and consume current retrieval result objects.

(cherry picked from commit fecdbeb6d4)

* fix(sdk/python): support sync client inside a running event loop

Sweep findings: F-09. Run sync wrappers on one persistent worker loop with result and exception propagation.

(cherry picked from commit ba0faadc87)

* fix(sdk/python): preserve cancellation and fork safety

Sweep finding: F-09. Preserve original cancellation errors and reset worker synchronization after fork.

(cherry picked from commit a19e3c95e9)

* feat(sdk/go): add tags filter and relations API for parity

Sweep findings: F-11, F-12. Expose existing server capabilities consistently to Go callers.

(cherry picked from commit 8af0c2cb36)

* fix(sdk/python): runnable quickstarts, correct migrate payload, explicit timeout precedence

Sweep findings: F-01, F-02, F-14. Initialize documented clients and preserve Python SDK request/config semantics.

(cherry picked from commit d9a64f5665)

---------

Co-authored-by: zhiheng.liu <zhiheng.liu@bytedance.com>
2026-07-28 18:11:30 +08:00
Hao Zheandzhiheng.liu c61471ddc4 fix(deploy): harden bot and server deployment configuration (#3547)
* fix(bot): only require VKE credentials when the TOS storage path needs them

Sweep findings: C-14. Gate AK/SK validation on an actual TOS deployment and drop the unused cluster ID.

(cherry picked from commit 8790ba509f)

* fix(server): apply configured temp_upload.default_mode to uploads

Sweep findings: B-11, D-01. Apply the documented configured upload mode when requests omit it.

(cherry picked from commit a0dc2498e8)

* fix(bot): make one-click Docker deployment generate a working config and port mapping

Sweep findings: C-12. Generate the active ov.conf and keep gateway and Docker ports aligned.

(cherry picked from commit c22af83ab6)

* fix(server): make --bot work and propagate bot flags to workers

Sweep findings: B-09, B-15. Honor the public Bot alias and replay resolved Bot settings in worker processes.

(cherry picked from commit 32a898ca14)

* fix(docker): derive entrypoint/health port from configured server port

Sweep findings: F-06. Keep server startup and every container health check on the same effective port.

(cherry picked from commit 000795c7e3)

---------

Co-authored-by: zhiheng.liu <zhiheng.liu@bytedance.com>
2026-07-28 18:11:26 +08:00
Rocke Dongandqin-ctx cfddab1a23 fix(storage): preserve source files when rm index cleanup fails (#3519)
* fix(storage): preserve source files when rm index cleanup fails

* test(storage): trim redundant removal cases

* test(storage): remove PR-specific regression tests

---------

Co-authored-by: qin-ctx <qinhaojie.exe@bytedance.com>
2026-07-28 16:03:21 +08:00
Qin Haojie 8d087c0e39 feat(server): 增加 Request ID 日志关联 (#3572)
为 HTTP 请求提供可校验、可回传且贯穿服务端日志的关联标识。
2026-07-28 15:29:20 +08:00
Evo 228bcce037 fix(memory): preserve delete_ids during parsing (#3521) 2026-07-28 14:51:06 +08:00
Hao Zhe 8eb89a636b feat(langchain): add native async integration support (#3536)
* feat(langchain): add native async integration support

* fix(langchain): make async client lifecycle safe

* fix(langchain): make async lifecycle loop-safe

* docs(langchain): clarify async lifecycle invariants
2026-07-28 14:35:02 +08:00
Evo 16e7c33f1f fix(feishu): preserve Bitable media permission context during import (#3558) 2026-07-28 11:41:39 +08:00
agent 8391d3a758 feat: add global Agent Evolution switch and HTTP usage sink (#3223)
* feat: add per-user agent evolution settings

* simplify Agent Evolution user settings

* fix: preserve agent evolution client compatibility

* feat(snapshot): add path diff API

* feat(snapshot): expose path diff in clients and CLI

* fix(agent-evolution): gate case memory production

* fix(agent-evolution): preserve configuration compatibility

* feat(usage): add built-in HTTP sink

* fix(agent-evolution): address PR review findings

* fix(usage): isolate HTTP outbox by destination

* docs(usage): define CountRecord HTTP mapping

* docs(usage): plan CountRecord HTTP implementation

* feat(usage): emit CountRecord over HTTP

* docs(agent-evolution): design global switch

* docs(agent-evolution): plan global switch migration

* feat(agent-evolution): make production switch global

* fix(agent-evolution): preserve embedded defaults

* test(agent-evolution): cover failed archive policy replay

* docs(agent-evolution): clarify embedded compatibility

* docs(agent-evolution): expose global switch in example config

* refactor(agent-evolution): align global setting terminology

* fix(agent-evolution): preserve session skill extraction

* fix(usage-reporter): capitalize count record keys
2026-07-27 20:09:38 +08:00
Hao Zhe ea6e2dbb41 feat(integrations): unify LangChain and LangGraph session recording (#3530)
* feat(integrations): add reusable LangChain session recorder

* fix(integrations): harden session recorder retries
2026-07-27 18:27:56 +08:00
DuTao a7c1065f01 fix(bot): preserve token usage for no-tool responses (#3535) 2026-07-27 17:05:47 +08:00
Qin Haojie 2be4bb4879 refactor(parse): 收口资源解析路由 (#3295)
* refactor(parse): simplify resource ingestion routing

Freeze resolved resource types before parser selection and remove unused parser extension paths so ingestion follows one documented route.

* fix(feishu): preserve sheet and bitable imports

Move Feishu-specific conversion into the accessor so the parser routing refactor keeps all supported resource types.

* fix(parse): keep normalized Feishu content internal

Prevent Feishu Markdown produced by the accessor from being sent through Understanding a second time.

* fix(feishu): parse bitable blocks embedded in sheets

Use spreadsheet metadata blockInfo instead of treating zero-sized Bitable blocks as empty sheets.

* fix(feishu): download bitable attachment images

* refactor(parse): remove unused document converter

* refactor(parse): unify Understanding routing

* docs(parse): mark routing classification points

* docs(parse): complete wait routing flow

* fix(parse): preserve Feishu Base URL scope

* refactor(resource): separate ingestion submission from execution

* fix(resource): reject internal ingestion fields at public entry
2026-07-27 16:47:20 +08:00
Hao Zheandzhiheng.liu 9d0b71f763 fix(integrations): batch LangGraph history writes to avoid duplicates and lost context (#3528)
* fix(integrations): batch LangGraph history writes to avoid duplicates and lost context

Sweep findings: B-08. Make middleware capture atomic and retain pending context until the batch succeeds.

* fix(review): chunk LangGraph history batches

Addresses blocking review finding on #3405.

* fix(review): preserve batch retry progress

Addresses blocking review finding on #3405.

* fix(integrations): type LangGraph capture batches

---------

Co-authored-by: zhiheng.liu <zhiheng.liu@bytedance.com>
2026-07-27 13:52:40 +08:00
DuTao 3319ffd5b7 feat(bot): support VLM credential failover (#3503)
* bot支持多模型

* fix pr

* fix(bot): isolate console VLM credentials
2026-07-27 12:11:48 +08:00
Zayn Jarvis e9daae9eba fix(resource): isolate watch URI index by account (#3440)
Sweep findings: A-01. Scope watch conflicts and subtree rewrites to the request account.
2026-07-27 11:20:24 +08:00
yufeng c67222c3d4 fix(web-studio): standardize streamed event rendering (#3517)
* fix: render bot stream events consistently

* style: separate studio sidebar from content

* fix: standardize studio chat stream rendering

* fix: finalize chat on terminal response

* fix: complete reasoning fallback state

* fix: show agent session title

* style: consolidate playground panel controls

* fix: persist playground tree state

* style: improve session chat contrast

* fix: make session content width responsive

* feat: filter memory impact by type

* fix: widen memory impact drawer

* fix(web-studio): address streaming review feedback
2026-07-27 00:04:47 +09:00
teacup 80d63f508d fix(memory): reject ambiguous search replacements (#3386)
* fix(memory): reject ambiguous search replacements

* fix(memory): clarify ambiguous search repair guidance

* fix(memory): propagate dict patch parse errors

* fix(memory): improve ambiguous search repair guidance
2026-07-26 14:29:16 +08:00