* feat(memory): signals-based update pipeline + always-on watermark/trivial filter
Refactor the DeerMem memory update pipeline (message_processing -> queue ->
updater) around a signals frozenset seam, replacing the
(filtered, correction_detected, reinforcement_detected) 3-tuple with
(filtered, signals: frozenset[str]) end to end.
message_processing:
- Externalize signal-detection patterns to YAML (message_patterns/*.yaml).
- Extend signals from correction/reinforcement to a 6-class set
(correction/reinforcement/preference/identity/goal/decision); detect_signals
returns a frozenset aligned with the fact category enum.
- Pure-acknowledgment turns ("ok"/"好的"/...) are always filtered out before
enqueue (whole-message fullmatch), saving an extraction LLM call.
queue (core/queue.py):
- In-memory list + debounce timer, with flush_sync (graceful-shutdown drain
that joins an in-flight worker under a hard timeout) and queue_max_depth
backpressure (signal-bearing updates always admitted; QueueFull otherwise).
- Same-key updates coalesce with a signal union; per-batch success/fail summary.
updater (core/updater.py):
- head500+tail500 message truncation (replaces the 1000-char head chop).
- Always-on per-thread watermark: feed only messages added since the last
extraction. The watermark is in-memory and is not advanced on failure, so a
failed/lost update is re-fed on the next conversation turn.
- [MANUAL] prompt marker for user-authored facts (source.type="manual").
- Post-invoke extraction_callback (host-injected) emitting facts_extracted /
facts_accepted / rejected_low_confidence; the host default logs metrics and
flags >60% rejection.
Confidence filtering remains in _apply_updates (the existing
fact_confidence_threshold check); there is no separate write gate.
Consolidation stays opt-in (lossy). The ABC add/add_nowait signature is
unchanged, so the summarization flush hook and host are unaffected.
Tests: add test_message_processing_signals, test_updater_truncation,
test_updater_watermark; update queue/updater/consolidation/staleness/pluggable
tests for the signals seam.
Co-Authored-By: Claude <noreply@anthropic.com>
* fix(memory): harden update pipeline per PR review
- Catch QueueFull in DeerMem.add/add_nowait so backpressure degrades to
'update skipped' instead of propagating into after_agent /
summarization_hook and breaking the agent run (peer middlewares
self-guard; MemoryMiddleware was the lone exception). Emergency
(add_nowait) always admits under backpressure -- its data cannot be
re-fed next turn.
- Rewrite the watermark from index-based to content/identity-based
(_message_identity + _feed_after_watermark) so it stays correct when
summarization removes the conversation front -- an index watermark
pointed at the wrong message and silently skipped un-extracted tail
turns. The emergency flush bypasses the watermark (bypass_watermark on
ConversationContext, threaded through update_memory) and coexists with
(does not replace) a pending normal update, so a flush cannot drop a
pending update's un-extracted tail.
- Populate facts_accepted / rejected_low_confidence inside _apply_updates
at the real confidence-filter site (passed_threshold) instead of
re-deriving the threshold in _finalize_update -- eliminates metric drift.
- Emit extraction metrics in a finally with an 'attempted' flag so
exception failures (parse error, apply_changes raise after retry) are
observable, not only the happy path.
- Re-detect signals on the post-watermark feed for the extraction hint so
it no longer references turns the LLM cannot see; admission-time signals
still drive backpressure.
- Move the post-batch reschedule inside the queue lock to close a
non-atomic self._timer race with a concurrent add.
Co-Authored-By: Claude <noreply@anthropic.com>
* fix(memory): address follow-up review nits (LRU, metric name, docstring)
- Bound the in-memory watermark cache with a configurable LRU
(watermark_max_keys, default 4096, 0=unbounded). A dropped key re-extracts
one batch on that thread's next turn (the documented restart behavior), so
eviction is safe and preserves the content-identity watermark's
front-removal guarantee. Adds _watermark_get/_watermark_set helpers and a
bounded-LRU regression test.
- Rename the extraction metric facts_accepted -> facts_passed_confidence so
the name matches what the >60% rejection-rate warning assumes (a
confidence-gate signal, not a persisted-fact count); drop the stale
"historical semantics" justification. Brand-new callback, one consumer.
- Fix the stale test_message_processing_signals module docstring: the signals
seam is already swapped to frozenset, and a stale stage-numbering prefix is
removed.
Co-Authored-By: Claude <noreply@anthropic.com>
---------
Co-authored-by: Claude <noreply@anthropic.com>
* fix(dev): create backend/sandbox before uvicorn reload-exclude (#3459)
#3426 switched the dev gateway's --reload-exclude patterns to absolute
paths. uvicorn only excludes an absolute path directly when it already
exists as a directory; otherwise it globs the pattern, and Python 3.12's
pathlib raises NotImplementedError("Non-relative patterns are unsupported")
for an absolute glob pattern. serve.sh mkdir'd the .deer-flow excludes but
not backend/sandbox, so `make dev` crashed on startup on a fresh checkout
under Python 3.12 (#3454). docker/dev-entrypoint.sh had the same latent gap.
Create backend/sandbox in both launchers so every absolute exclude stays on
uvicorn's is_dir() short-circuit. Add a regression test that pins the uvicorn
mechanism (crash on missing dir, safe once created) and enforces that every
absolute --reload-exclude is mkdir'd before launch.
Closes#3459
* test(dev): harden reload-exclude invariant parser against false pass/negatives
The launcher invariant test parsed shell with a "mkdir -p" line filter and a
substring membership check. Two latent gaps (sub-threshold for this fix, but
this code guards a user-facing startup path, so close them):
- A `\`-continued multi-line `mkdir` would drop arguments on continuation
lines, silently weakening coverage.
- Substring membership could false-pass when an exclude is a path-prefix of a
different created dir (e.g. `/app/backend/sandbox` "found" inside
`/app/backend/sandbox-other`).
Fold line-continuations, drop comments, and shlex-tokenize each `mkdir`
argument list into an exact set (quotes stripped, `$VAR` literal); assert exact
set membership. Same shlex handling for `--reload-exclude` values. Verified the
parser still flags the pre-fix missing `backend/sandbox` (RED preserved) and no
longer false-passes on a path-prefix.
* fix(dev): gitignore backend/sandbox runtime dir + pin mkdir-before-launch
Address two review findings on the #3459 fix:
- backend/sandbox was described as "gitignored runtime state" but no ignore
rule actually matched it. Add an anchored `/sandbox/` to backend/.gitignore
(anchored so it does NOT shadow the source package
backend/packages/harness/deerflow/sandbox/) so sandbox artifacts created at
runtime can't pollute the working tree or be committed by accident. New test
asserts content under backend/sandbox is ignored, making the claim verifiable.
- The launcher invariant test only proved the sandbox mkdir exists somewhere,
not that it runs before uvicorn starts. Add an order test (sandbox mkdir line
must precede the `uv run uvicorn` launch) so a future edit can't move the
mkdir below the launch and silently reintroduce the crash.
* Potential fix for pull request finding
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
* test(dev): fix reload-exclude parser to handle serve.sh's quoted flag bundle
The previous autofix tokenized each whole line with shlex, but serve.sh packs
every flag into a single double-quoted `GATEWAY_EXTRA_FLAGS="..."` assignment.
shlex collapses that into one token, so no `--reload-exclude` flag is found and
`test_launcher_precreates_every_absolute_reload_exclude[scripts/serve.sh]`
failed CI with "expected at least one absolute reload-exclude".
Parse `--reload-exclude` with a regex that matches a balanced single/double
quoted group or a bare token, so the assignment's surrounding `"` is never
swallowed into the value. This recovers all three serve.sh excludes (the prior
regex also silently dropped the last `$BACKEND_RUNTIME_HOME` because the
adjacent closing quote broke shlex) while still covering dev-entrypoint.sh and
the space-separated `--reload-exclude <value>` form.
---------
Co-authored-by: Willem Jiang <willem.jiang@gmail.com>
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
Add `DeerFlowClient` class that provides direct in-process access to
DeerFlow's agent and Gateway capabilities without requiring LangGraph
Server or Gateway API processes. This enables users to import and use
DeerFlow as a Python library.
Co-authored-by: greatmengqi <chenmengqi.0376@bytedance.com>
Remove .claude/settings.local.json from git tracking and add it to .gitignore to prevent future accidental commits of local settings.
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
