10 Commits

Author SHA1 Message Date
stanGSA
4fc0d8fb31
fix(agents): bound viewed image context per model request (#6828)
* fix(agents): bound viewed image context per model request

Keep recent image payloads within a count and byte budget, and move re-viewed paths to the newest position. Add focused regressions for budget enforcement and state ordering.

* test(agents): verify cumulative image budgets and re-view recovery

* fix(agents): clarify image omission and read-attempt limits

* docs(middleware): shorten image context guidance for CI budget

---------

Co-authored-by: Willem Jiang <willem.jiang@gmail.com>
2026-10-14 10:10:25 +08:00
jay
8ca2910b39
fix(view-image): bound re-injected image context with per-request budgets (#6829)
* fix(view-image): bound re-injected image context with per-request budgets

`viewed_images` only grows (#6825): every model call that follows a
`view_image` round re-encodes and re-sends every entry ever viewed, so a
long PDF-inspection thread pushes the request body past provider limits
(e.g. Anthropic's 32 MB) even though each single image is capped.

Admission now runs newest-first against two knobs on ViewImageMiddleware:

- `max_injected_images` (default 10)
- `max_injected_total_chars` (default 32M characters, so a single
  max-size image stays injectable: 20 MiB source -> ~27 MB base64)

Over-budget entries keep their text bullet with a placeholder ("call
view_image again to re-view this image") and are never read from disk or
sandbox, bounding both the request size and the middleware's per-call
work. Existing threads with small image counts and sizes are unaffected.

Refs #6825

* fix(view-image): make re-viewing an omitted image actually rescue it

The placeholder told the model to "call view_image again to re-view"
an over-budget image, but the recovery advice could not work:
merge_viewed_images merged with `{**existing, **new}`, and updating an
existing key in Python preserves its original insertion position. The
admission pass walks `reversed(viewed_images.items())` purely by
position, so the re-viewed entry stayed at its old (oldest) slot, was
admitted last, and was omitted again — a wasted tool round.

merge_viewed_images now re-inserts updated keys at the end, so dict
order tracks recency and a re-viewed image is admitted first on the
next injection. Also fix the `_create_image_details_message` docstring,
which said entries are "admitted oldest-first" while admission runs
newest-first (content blocks are emitted oldest-first; the admission
decision is not).

Wiring the budget knobs into config.yaml stays a follow-up: both
production instantiation sites construct ViewImageMiddleware() with no
arguments today, and this PR keeps the surface minimal.

Tests: reducer unit tests for re-insertion order plus an end-to-end
regression that re-views an omitted image and asserts it is admitted
on the next injection (#6829 review).
2026-10-14 06:41:06 +08:00
李靖
10bd065615
feat(agents): persist tool artifacts as resolvable handles (#4676) (#4929)
* feat(agents): persist tool artifacts as resolvable handles (#4676)

MCP and sandbox tools return file paths, URLs, and task ids that are
lost when context compaction summarizes the conversation. This adds a
per-thread artifact handle registry so the model can reference
artifacts by short deterministic handles (art_xxxxxxxx) that survive
compaction and resolve to real references at the tool-call boundary.

- ThreadState.tool_artifacts: reducer channel capped at 100 entries,
  same-handle latest-wins, survives summarization compaction
- artifact_registry: deterministic handle derivation from
  (thread_id, tool_call_id, call_index); extraction precedence
  structured_content -> file/image blocks -> conservative text scan;
  HTML-escaped model-context rendering with char budget
- ArtifactCaptureMiddleware: before_model hook captures lightweight
  metadata (never content) and tracks handle consumption
- ArtifactResolutionMiddleware: rewrites handles in tool-call args to
  real references before execution; unknown handles untouched
- DurableContextMiddleware: projects the registry into the hidden
  durable-context data block ([available]/[consumed] status)
- config: new tool_artifacts section (all switches default on)
- frontend: artifact badges on tool-call steps keyed by tool_call_id

Fixes #4676

* fix(agents): harden artifact registry after review (#4676)

Review findings on #4929:

- capture/consumption updates emitted in the same before_model call are
  now concatenated instead of dict-merged; dict-merging clobbered the
  shared tool_artifacts key and permanently dropped fresh captures
- handles embed a per-result ordinal so multiple references inside one
  tool result never collide (two paths in one text block previously
  collapsed into one handle)
- structured_content extraction pulls concrete refs from known keys
  (file/path/url/task_id/..., string or list-of-string values) instead
  of storing a truncated JSON preview, falls back to an untruncated
  whole-object data entry, and no longer skips file/image content blocks
- plain-string tool results (e.g. bash/write_file output) are scanned
  for sandbox paths / remote URLs too, gated by detect_refs_in_text
- wire max_entries through configure_tool_artifact_max_entries at
  assembly (clamped 10..1000) and gate detect_refs_in_text scans
- resolution requires both enabled and resolve_handles_in_args,
  matching its docs
- add real ToolCallRequest.override coverage and the spec 14.4
  integration cycle (capture -> inject -> resolve -> consumption)

* fix(agents): address second-round artifact registry review (#4676)

Follow-up findings on #4929:

- drop generic `output`/`outputs` from structured ref keys: prose under
  those keys no longer becomes a bogus file entry (falls back to the
  whole-object data entry; path-shaped refs are still caught by the
  free-text scan)
- strip closing quotes, brackets, and backticks from detected refs so
  markdown- and JSON-wrapped paths resolve to clean real references
- remove the process-wide cap setter: the reducer enforces only an
  absolute ceiling (1000) and ArtifactCaptureMiddleware applies the
  configured max_entries per agent when emitting updates, so agents
  with different configs in one process never share or flap a cap
- skip extraction for tool messages whose tool_call_id already has
  registry entries and memoize known-empty results (bounded FIFO), so
  steady-state capture cost drops to the new message tail instead of a
  full-history rescan per model call
- correct the inverted ordering claim: capture is position-independent
  in the wrap chain because it is a before_model hook reading state
  messages; fixed the assembly comment, AGENTS.md item 15, and the
  ordering test docstring

CI parity verified locally: ruff check + format --check, full offline
suite, blocking-io suite, collect-only, uv lock --check,
check_agent_guidance, frontend format/lint/typecheck/build/tests.

* fix(agents): sliding-window cap and URI gates for artifact registry (#4676)

Third-round review findings on #4929:

- max_entries is now a sliding retention window: fresh captures are
  always registered, and when the projection exceeds the configured
  cap the middleware appends a trailing {"op": "trim_to", "keep": N}
  directive that the reducer applies by evicting the oldest entries.
  The previous remaining-budget emission froze the registry at the cap,
  permanently dropping post-compaction artifacts — the exact failure
  mode #4676 targets — and silently disabled the round-2 rescan
  optimizations at the point threads grew longest
- _track_consumption memoizes settled tool-call args in a bounded FIFO
  alongside the existing empty-result memo, so historical AIMessage
  args are not regex-rescanned every model call
- file/image content-block URLs must be http(s) or path-shaped;
  data:/blob: URIs (MCP embedded resources carrying base64 payloads)
  can no longer enter thread state, tool args, or crowd out the render
  budget; protocol-relative //host forms are rejected as well
- structured-content ref values go through the same URI-shape gate as
  content blocks, closing the embedded-payload hole via known keys such
  as url/urls
- tool_artifacts.enabled now gates the whole middleware including
  consumption tracking via an early return in before_model

Docs updated to describe the sliding window, URI gates, enabled scope,
and both bounded memos.

* fix(agents): final evictions and pending-aware consumption for artifact registry (#4676)

Fourth-round review findings on #4929:

- the sliding window interacted with the seen_call_ids skip to
  resurrect evicted entries every round: once an entry was trimmed, its
  tool_call_id left the seen set while its ToolMessage stayed in
  context, so the next model call re-extracted it, re-registered it as
  newest, and evicted something else — a never-converging rotation.
  The empty-result memo is now a unified _processed_results memo that
  records every extraction regardless of outcome, making evictions
  final; steady state over a saturated thread is quiescent (pinned by
  a multi-round test asserting no updates and zero extractions)
- the consumption scan built its handle map from pre-capture state, so
  a call referencing a handle captured in the same before_model call
  missed, got settled as quiet, and its consumption mark was lost
  forever. _track_consumption now receives the pending capture entries
  and resolves against state + pending; a call settles as quiet only
  after every referenced handle resolved, so transient misses retry
  next round instead of permanently suppressing the mark

AGENTS.md entry 15 updated to describe both memos and the
eviction-is-final semantics.

* fix(artifacts): address occurrence identity, PII and URL review findings

* fix(artifacts): enforce resolved policy checks and bounded registry handling

---------

Co-authored-by: Willem Jiang <willem.jiang@gmail.com>
2026-09-27 11:09:41 +08:00
Wenchao An
1b76ab9060
feat: add opt-in task notes and compacted history recall (#5382)
* feat: add opt-in task notes and compacted history recall

* fix: validate task continuity state and preserve user answers

Honor explicit opt-out, preserve clarification replies and capture failure statuses, validate notebook writes, and clear branch archive references. Update the config version and audit optional LLM credentials, with regression and integration evidence.

* fix: align Helm config version with task continuity schema

* fix: preserve mixed task history and declare continuity policies

* fix: recover malformed history and evict archives atomically
2026-09-12 21:01:46 +08:00
Vanzeren
42baed8c8c
feat(checkpoint): dual-mode checkpoint storage with LangGraph DeltaChannel (#4292)
* feat(checkpoint): dual-mode checkpoint storage with LangGraph DeltaChannel

Add a restart-required database.checkpoint_channel_mode ("full" default,
"delta") that stores the messages channel via LangGraph 1.2 DeltaChannel,
cutting checkpoint storage from O(n^2) to O(n) for append-only history.
Existing full checkpoints seed delta state transparently; no data migration.

- config: mode schema + freeze-on-first-use with
  CheckpointModeReconfigurationError; mode marker persisted in checkpoint
  metadata; unsafe delta->full downgrade rejected fail-closed with
  CheckpointModeMismatchError (run-level error, failed state read)
- state: delta message state schema; CheckpointStateAccessor centralizes
  materialized reads for all consumers (threads API, branches,
  regeneration, compaction, state updates, memory, goal workers)
- runtime: raw writers (run durations, interrupted title, thread goal)
  parent their checkpoints to the checkpoint they derive from, preserving
  delta ancestry; rollback forks the pre-run lineage through a state
  mutation graph with Overwrite restores; InMemorySaver delta-history
  override delegates to the base walk (fixes dropped first write after
  migration, also present upstream)
- tests: conformance suite over {memory, sqlite, postgres} covering
  migration replay, stable message IDs, storage shape and writer
  preservation; conftest fixture isolates the frozen mode between tests;
  stale config fakes refreshed
- ci: backend unit tests gain a postgres service

* fix(checkpoint): close materialization gaps in goal flow, guard public factory

- Route goal-continuation message reads through CheckpointStateAccessor:
  raw channel_values reads see the delta sentinel in delta mode, which
  disabled goal continuation (stand_down=no_durable_end_of_turn) after
  durable assistant turns. Raw tuples remain for tuple-only metadata
  (checkpoint id, pending_writes).
- Reject checkpoint_channel_mode='delta' + checkpointer in
  create_deerflow_agent at construction: factory-built persisted graphs
  bypass mode-marker injection and the fail-closed gate, reproducing
  silent mixed-mode state loss. Delta without persistence stays allowed.
- Import the postgres saver lazily (pytest.importorskip in the fixture)
  so the documented default install collects the suite; add a CI job
  running pytest --collect-only on uv sync --group dev without extras.
- Fix test_checkpointer fallback test to patch get_app_config at its
  use site (provider module), making it deterministic when a local
  config.yaml selects a persistent backend.

* fix(gateway): preserve extension-owned channels in state mutations, bump config version

- build_state_mutation_graph / build_checkpoint_state_mutation_accessor
  accept an explicit state_schema; branch and POST /state now compile the
  mutation graph from the thread's effective schema
  (graph_state_schema on the assistant graph). The base-ThreadState
  fallback silently discarded channels contributed by custom
  AgentMiddleware.state_schema on branch (data loss) and returned a
  false-success 200 on POST /state.
- POST /state validates values keys against the mutation graph's
  channels and rejects unknown fields with 422 instead of ignoring
  them; reducer detection covers extension channels
  (BinaryOperatorAggregate or DeltaChannel) so Overwrite replace
  semantics work for middleware reducers in both modes.
- Endpoint regression: custom AgentMiddleware.state_schema value
  survives branch, updates through POST /state, and an unknown field
  receives 422.
- config_version 26 -> 27 for the new database.checkpoint_channel_mode
  (example, Helm chart values + README, support-bundle fixture), so
  existing installs get the outdated-config warning and
  make config-upgrade merges the field; covered by a test driving the
  real example file and the real config-upgrade script.

* fix(gateway): resolve assistant schema via one boundary, copy branch reducer values with Overwrite

GET /threads/{id}/state now resolves the thread's assistant_id through a
single reusable boundary (thread metadata -> assistant_id -> effective
graph), so channels contributed by a custom AgentMiddleware.state_schema
are materialized instead of dropped by the default lead schema. POST
/state uses the same boundary instead of resolving the schema ad hoc.

Branch writes wrap every copied reducer channel in Overwrite (derived
from the effective mutation graph: BinaryOperatorAggregate + DeltaChannel),
not just messages, so already-aggregated values are never re-merged.

Regression tests use a real AgentMiddleware.state_schema with a
non-identity reducer in both full and delta modes: GET /state returns the
extension value, POST /state replaces it, branch preserves it
byte-for-byte; the unknown-field 422 is a separate assertion.

* refactor(checkpoint): collapse read-path round-trips and ship dual-mode parity tests

Address review round 4 on PR #4292:

- Push ahistory/history limit through Pregel into checkpointer.alist
  (SQL LIMIT) instead of materializing all rows and breaking in Python
- Fold the read-side mode-compat gate onto the returned snapshot's
  metadata; only writes keep the pre-write tuple fetch (fail-closed)
- Cache factory-built accessor graphs per (assistant_id, mode) with
  factory-identity revalidation; state reads no longer build a lead
  agent per request
- get_thread: one snapshot fetch + one raw pending_writes fetch on the
  resolved checkpoint (post-checkpoint __error__ writes never surface
  in snapshot.tasks; verified empirically)
- DeerFlowClient.get_thread: single checkpointer.list walk collects
  pending_writes per checkpoint instead of N get_tuple calls
- InMemorySaver delta-history patch: stand-down when the upstream
  override disappears, try/except guard, validated-version warning,
  guard tests
- make_lead_agent mode precedence: first freeze is owned by app_config
  (client-supplied configurable key ignored); once frozen, injected
  key/app_config must match or fail closed
- Rollback: lock in non-message channel restoration via fork
  inheritance with a dedicated reducer-channel test
- Add tests/test_threads_checkpoint_mode.py and
  tests/test_gateway_checkpoint_mode.py referenced by AGENTS.md and
  the PR validation section: lifecycle parity (memory + sqlite),
  per-step blob-count storage guard, gateway endpoint parity

Counted-saver tests pin checkpoint round-trips for aget/ahistory so
these regressions cannot silently return.

* fix(checkpoint): precise mode-mismatch HTTP mapping, gate E2E, and accessor resilience

- threads router: map CheckpointModeMismatchError to 409 (with cause and
  thread id) and CheckpointModeReconfigurationError to 503 across all state
  endpoints instead of swallowing both into a generic 500
- gate coverage: seed a real delta checkpoint into AsyncSqliteSaver and
  assert aget/aupdate/ahistory fail closed; assert 409 at the HTTP boundary
  through the real route stack
- rollback: compile the restore mutation graph with the thread's effective
  state schema per the build_state_mutation_graph contract
- inheritance contract locks: rollback and manual compaction preserve
  middleware-contributed channels via checkpoint fork cloning
- services: revalidate the accessor-graph cache against app_config identity
  so config.yaml hot-reloads never serve a stale compiled graph
- services: degrade full-mode state reads to raw checkpointer reads when the
  agent factory is unavailable (delta gate still applies; delta mode has no
  fallback)
- deps: override websockets==16.0 (langgraph-sdk 0.4.2's <16 pin silently
  downgraded 16.0 -> 15.0.1; pin is not grounded in any API incompatibility)
  and bump the langchain lower bound to what the lockfile actually resolves

* fix(checkpoint): include anchor checkpoint in degraded history walk + cover get_thread

- _RawCheckpointReadAccessor.ahistory: alist(before=...) is exclusive while
  pregel's get_state_history treats config.checkpoint_id as the inclusive
  start; fetch the anchor explicitly so both read paths paginate identically
- extend the degraded-path gateway test: GET /thread returns raw values, and
  POST /history with before starts at the anchor checkpoint

* fix(gateway): preserve degraded checkpoint timestamps

* fix(gateway): harden degraded checkpoint access

* fix(gateway): resolve assistants for checkpoint reads

---------

Co-authored-by: Willem Jiang <willem.jiang@gmail.com>
2026-07-22 08:33:29 +08:00
qin-chenghan
713ee544b7
fix(agents): stop persisting base64 image data in checkpoint state (#4140)
* fix(agents): stop persisting base64 image data in checkpoint state (#4138)

The viewed_images state field stored full base64-encoded image data,
which was duplicated across every subsequent checkpoint (O(n * steps)
growth). A single 1MB image viewed early in a conversation would be
re-stored in every checkpoint for the rest of the session.

Changes:
- ViewedImageData: replace base64 field with lightweight metadata
  (mime_type, size, actual_path)
- view_image_tool: store only metadata in state, no base64 encoding
- ViewImageMiddleware: read image files from disk on-demand in
  before_model and encode base64 temporarily for the model call
- Update all tests to use the new metadata-only format

This is the first step of #4138. The base64 data is no longer in
persistent state, but the injected HumanMessage (with base64 content)
still appears in the checkpoint for the step where it was injected.
Checkpoint retention policies and large tool result dedup are separate
follow-up items.

* fix(agents): address review feedback on #4140

- view_image_tool: remove stale 'convert to base64' comment, replace with
  'validate contents'; drop redundant image_size reassignment and add a
  TOCTOU guard that rejects files changed between stat() and read().
- view_image_middleware: extract _read_image_as_data_url helper that
  re-checks size against the recorded value AND the absolute cap
  (_MAX_IMAGE_BYTES). Document the trust assumption for actual_path
  (server-set, not client-settable) in the helper docstring.
- view_image_middleware: abefore_model now runs the blocking read+encode
  via asyncio.to_thread to avoid stalling the event loop on up to 20MB
  images.
- tests: add coverage for OSError during read, file-changed-since-view
  (TOCTOU), and size-exceeds-cap branches.
2026-07-14 23:02:26 +08:00
DanielWalnut
25ea6970a6
feat(runtime): implement goal continuations (#3858)
* implement goal continuations

* fix(goal): address review findings for goal continuations

- goal: key the no-progress breaker on a signature of the latest visible
  assistant evidence instead of the evaluator's volatile free-text, so it
  actually fires on stalled turns; thread the signature through every
  worker persist / no-progress call site
- goal: align _stand_down_reason default caps with should_continue_goal
  (8 / 2) so the two gate functions agree on goals missing the fields
- runtime: offload the synchronous checkpointer fallback via
  asyncio.to_thread (goal.py + worker.py) to keep blocking IO off the loop
- frontend: i18n the GoalStatus "Goal" label (goalLabel in en/zh/types)
- frontend: extract pure composer helpers into input-box-helpers.ts with
  unit tests (parseGoalCommand, readGoalResponseError, skill suggestions)
- tests: cover the evidence-based no-progress and default-cap behavior
- docs: align backend/AGENTS.md goal paragraph with actual behavior
- e2e: prettier-format chat.spec.ts (fixes the lint-frontend CI failure)

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

* feat(frontend): hide goal continuation counter until the agent continues

The goal status bar rendered a raw "0/8" before any auto-continuation, which
read as a mysterious score. Now the counter is hidden until
continuation_count > 0, then shows "Continuing N/M" with a tooltip explaining
the auto-continuation cap.

- Extract getGoalContinuationDisplay into a pure helper (hides at 0) + unit tests
- Add goalContinuing / goalContinuationTooltip i18n keys (en/zh/types)

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

* fix(goal): address review findings for goal continuations

Frontend correctness
- Fix the optimistic /goal result permanently shadowing server goal state:
  the streamed continuation counter never surfaced for a goal set in-session.
  Extract a shared useActiveGoal hook (used by both chat pages) that reconciles
  the optimistic copy with server state via a goalReconciliationKey, de-duping
  the copy-pasted goal block across the two pages.
- Stop /goal status|clear failures from escaping handleSubmit as unhandled
  rejections (handleGoalCommand now returns success; the run only starts when a
  goal was actually saved).
- Use a function replacer for the goal-status toast so an objective containing
  $&/$1 isn't treated as a replacement pattern.

Backend cleanliness / correctness
- De-duplicate four byte-identical helpers (_call_checkpointer_method,
  _message_type, _additional_kwargs, _is_visible_message) by importing them
  from runtime.goal instead of re-defining them in the run worker.
- Remove the dead `checkpoint_tuple.tasks` durability guard (CheckpointTuple has
  no tasks field) and document that pending_writes is the durability signal.
- Decompose the 176-line _prepare_goal_continuation_input: extract
  _reread_goal_and_checkpoint and a _persist closure so the thread-unchanged
  guard and stand-down persistence aren't open-coded three times. Document the
  last-writer-wins write-window limitation as a follow-up.
- Add a shared parse_goal_command helper and use it from the TUI and IM-channel
  /goal handlers (one place for the status/clear/set semantics).

Tests
- Restore the 11 command-registry tests dropped by the previous goal change
  (filter_commands ranking/description, build_registry builtins/skills, resolve
  cases) alongside the new goal tests.
- Add coverage for the IM-channel _handle_goal_command, the TUI _handle_goal
  handler, parse_goal_command, and goalReconciliationKey.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

* fix goal review feedback

* fix goal continuation checkpoint races

* prioritize goal commands while streaming

Route composer submits through a shared helper so /goal commands can be handled before the streaming stop shortcut, while ordinary streaming submits still stop the active run.

Testing: cd frontend && pnpm exec rstest run tests/unit/components/workspace/input-box-helpers.test.ts tests/unit/components/workspace/goal-status-helpers.test.ts; cd frontend && pnpm check

* preserve goal status during clarification

Keep omitted stream goal fields distinct from explicit null clears so clarification interrupts do not hide an active thread goal that is still present in the checkpoint.

Testing: pnpm exec rstest run tests/unit/components/workspace/use-active-goal.test.ts tests/unit/components/workspace/input-box-helpers.test.ts tests/unit/components/workspace/goal-status-helpers.test.ts; pnpm check; git diff --check

* style: format active goal hook

Run Prettier on use-active-goal.ts to satisfy the frontend lint workflow formatting gate.

Testing: pnpm format; pnpm exec rstest run tests/unit/components/workspace/use-active-goal.test.ts tests/unit/components/workspace/input-box-helpers.test.ts tests/unit/components/workspace/goal-status-helpers.test.ts; pnpm check; git diff --check

* fix goal review followups

---------

Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-03 08:49:33 +08:00
AochenShen99
442248dd06
feat: preserve durable context across summarization (#3887)
* feat: preserve durable context across summarization

* fix: harden durable context review gaps

* style: format delegation ledger live test

* chore: remove stale delegation ledger prefix

* fix: address durable context review feedback
2026-07-01 22:49:17 +08:00
liuchuan01
8955b3222a
fix(sandbox): merge idempotent sandbox state updates (#3518)
* fix(sandbox): merge idempotent sandbox state updates

* fix(sandbox): merge idempotent sandbox state updates
2026-06-13 22:40:48 +08:00
Huixin615
8785658a2e
fix(agents): preserve todos state across node updates (#3180)
* fix(agents): preserve todos state across node updates

ThreadState.todos had no reducer, so any downstream node returning a
partial state without todos was implicitly setting it to None, which
LangGraph then used to overwrite the previously streamed value. This
caused the to-do list to render correctly during streaming but vanish
once streaming completed.

Add a merge_todos reducer that keeps the last non-None value, mirroring
the merge_artifacts pattern already used in the same file. An explicit
empty list is still respected so that 'user cleared todos' works.

Tests: 10 new unit tests in tests/test_thread_state_reducers.py covering
merge_todos plus regression coverage for merge_artifacts and
merge_viewed_images. All 69 thread-related tests pass locally.

Closes #3123

* test(agents): add annotation binding regression guard

Address Copilot review feedback on #3123:

- Add TestThreadStateAnnotations asserting that ThreadState.todos is
  Annotated with merge_todos. Without this guard, reverting the
  Annotated[list | None, merge_todos] binding would silently regress
  #3123 while all existing reducer unit tests continue to pass.

- Align test imports to 'from deerflow.agents.thread_state import ...'
  matching the rest of the backend test suite.
2026-05-23 23:25:38 +08:00