* docs(integrations): add @honcho-ai/vercel-ai-sdk guide
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
* docs(integrations): rewrite Vercel AI SDK guide as cookbook style (DEV-1485)
Reshapes the guide to cookbook formula, adds Full Script section, fixes
maxSteps → stopWhen for ai-sdk v5, renames package, and prunes stale notes.
See PR for full decision log.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
* docs(integrations): lead Vercel AI SDK verification with direct-inspection check
- Restructure Verifying section: direct inspection (token delta + dashboard) is now step 1 so readers isolate Honcho's contribution before grading model behavior
- Behavioral tests (first turn, multi-turn, cross-session, tool calling) follow as steps 2-5
- Note `result.toolCalls` as the way to confirm which Honcho tool fired (tool names don't appear in `result.text`)
- Signpost the Full Script from Complete Example so the two snippets read as a staircase, not a duplicate
Addresses review comments on PR #635.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* fix(tests): satisfy basedpyright in test_representation_manager
The save-representation tests added in #615 were structurally correct but
failed strict typing in two places. Static Analysis has been red on main
since the merge.
- `mock_save.await_args` is `_Call | None`; assert it's not None before
reading `.kwargs` / `.args` so basedpyright can narrow the type
- `SimpleNamespace(...)` passed as `message_level_configuration` is an
intentional duck-typed mock (only `.dream.enabled` is read by
`save_representation`), so opt out at the call site with
`# pyright: ignore[reportArgumentType]` rather than constructing a
full `ResolvedConfiguration` (matches the existing `reportPrivateUsage`
ignore pattern in this file)
No runtime behavior changes; `uv run basedpyright` is now clean
project-wide.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* fix(tests): pad timestamp windows in test_messages for clock skew
Three timestamp tests captured `before_request` / `after_request` with
`datetime.now(UTC)` on the host and asserted the server's `created_at`
fell within. Under Docker, the Postgres container's clock can skew tens
of ms from the macOS host, flipping the assertion intermittently under
parallel pytest load.
Pad each window by 1 second on both sides — wide enough to absorb
realistic skew, narrow enough that the test still proves the timestamp
is server-current.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(integrations): tighten Verifying section after end-to-end smoke
Smoke-tested all five verification steps against a fresh Sonnet 4.6 + Honcho integration. Three findings, all reflected here:
- Cross-session recall (#4): added Note about DERIVER_REPRESENTATION_BATCH_MAX_TOKENS=1024 — short warmups don't accumulate enough content to flush observations, so cross-session recall returns empty even on a working integration.
- Tool calling prompt (#5): replaced the honcho_chat patterns prompt with a verbatim-retrieval honcho_search prompt. Sonnet skips honcho_chat when middleware-injected context already answers; verbatim retrieval forces a fire.
- Tool inspection (#5): replaced result.toolCalls reference with result.steps[i].toolCalls + flatMap snippet. Top-level toolCalls is empty in multi-step calls (stopWhen: stepCountIs(N)) — the fires are nested inside steps.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
* docs(integrations): make Step 4 cross-session test durable via honcho_search
Replace the prose-recall test ("Based on what we've talked about, what do you know about me?") with a forced honcho_search call. Prose recall depended on the model getting deriver-built representation/peer-card in its system prompt, which is gated behind DERIVER_REPRESENTATION_BATCH_MAX_TOKENS=1024 — short tutorial-length conversations don't trigger it, producing false negatives on a working integration.
honcho_search hits message embeddings, which are computed synchronously at message persist time (src/crud/message.py:262-276), so peer-scoped retrieval works regardless of how short the prior session was. Also folds the result.steps[i].toolCalls inspection snippet from the old Step 5 into Step 4 — same prompt, no need for two sections.
Drops Step 5 entirely.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
---------
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
* fix(deriver): ignore blank observations before embedding
* Address PR review on observation normalization
* Harden mock await arg access in tests
* Unify blank observation filtering across tool paths
* Move soft-delete query test back to fixture class
* fix: dialectic held connection
* fix: (agent) pre-compute embeddings for agent tools
* fix: (tests) refactor tests to use smaller test db connections
* fix: Embedding client to branch depending on vector store
* fix: reflect dedup-skipped observations in created counts and isolate DB sessions in extract_preferences
* fix: (tests) update tests to match changes
* fix: expunge docs + don't pass in db to query_documents
---------
Co-authored-by: Rajat Ahuja <rahuja445@gmail.com>
RepresentationManager._query_documents_recent() and
._query_documents_most_derived() do not filter soft-deleted documents,
unlike every other document query function in the codebase. This causes
the deriver's working representation to include documents that are being
garbage-collected.
Refs #444
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* feat: implement async workspace deletion with active session checks
- Updated the DELETE /workspaces/:id endpoint to return 202 Accepted, indicating that the deletion request is processed in the background.
- Added a check for active sessions before allowing workspace deletion, raising a ConflictException if any exist.
- Updated related tests to ensure proper handling of active sessions during workspace deletion.
* fix: Address review issues
---------
Co-authored-by: Vineeth Voruganti <13438633+VVoruganti@users.noreply.github.com>
* feat: codify queue columns
* fix: batch with python loop control
* fix: cleanup merge
* fix: down revision
* fix: batch delete in migration
* feat: only run alembic tests for changed migration / test (#264)
* feat: only run alembic tests for changed migration / test
* fix: Run full test suite if alembic testing infra changes
* feat: codify times_derived + level on Document (#260)
* feat: codify times_derived + level on Document
* fix: CR comment
* fix: CodeRabbit comments
* fix: batch migrations; move types; remove fields from payload
* fix: rm duplicate table args
* fix: add messages.id FK
* feat: fix race condition in message sequence batching
* fix: CodeRabbit comments; commit early to release the advisory lock before generating embeddings
* fix: use index + rm unused method
* fix: PR comments
* fix: bug in lock timeout
* fix: patch tracked_db for peers route within conftest.py
* feat: add optional JWT and webhook secrets to honcho instance creation
* chore: ignore spurious warnings
* feat: add response format if using gpt-5 model family
* feat: add response models to all apis except anthropic
* fix: raise NotImplementedError for response models in AsyncAnthropic client
* chore: address review
* [WIP] representation structure + deriver cleanup
* chore: add tests, cleanup
* feat: [WIP: semi-working] representation object
* fix: alignment
* fix: make observations hashable for dedup
* fix: datetime formatting, observation counting
* fix: switch to int for message id, clean up representation
* feat: remove need for metadata working rep
* chore: cleanup
* fix: use tenacity instead of custom fns
* feat: add representation and card to context if desired
* feat: add semantically relevant observations
* fix: pass all params to streaming, nonblocking streaming
* feat: consolidate document saving, make working representation fetching much smarter
* chore: add 100% test coverage of representation util
* feat: basic dream infra
* feat: dream queue item first pass
* chore: fixes & cleanup from coderabbit
* fix: dreams scheduled when new document count reaches a certain threshold
* feat: wip: timed dreams (not working)
* fix: test
* fix: remove useless pyright ignore
* fix: executing dreams
* feat: dreaming
* feat: [WIP] longmemeval bench
* feat: add USE_PEER_CARD setting, fix longmem test driver
* feat: get full working rep for dialectic in one swoop -- fix representation_from_documents to use the proper timestamp!
* fix: timestamps for real, handle assistant qs in longmem
* fix: remove old client, add batching to longmem
* perf: remove duplicate detection, will move to background task
* feat: track perf metrics on evals
* feat: adjust deriver prompt to use peer_id, add question date to question, clean up deriver
* fix: label metrics by task for better perf trace
* chore: code review
* feat: add efficiency score to longmem bench
* chore: tuning and cleaning up eval
* chore: bring in the big prompts
* feat: add support for vllm client
* feat: perf: bundle db calls in deriver and dialectic, increase max conns in docker db
* feat: add merge-sessions flag to longmemeval, add SUMMARY_ENABLED flag
* fix: COLLECT_METRICS default false
* chore: display start/end message ids, don't include in metrics
* fix: break large messages apart for eval
* fix: only get/create collection when needed
* feat: properly attribute documents with message id ranges and add session name column to documents
* fix: revert move of get_or_create_collection (need for fkey)
* fix: always get collection with peer name even if it's none
* chore: coderabbit
* fix: give peer card its own config, expand document schema, refactor get_context to be parallel, various cleanup chores and bugfixes
* chore: refactor: reify observer/observed system across entire codebase, including db migration
* refactor: cleanup code organization, make singletons where desired
* refactor: replace embeddings store with representation manager
* chore: coderabbit cleanup
* feat: multi-db longmem harness
* Merge branch 'main' into ben/multi-db-harness
* [WIP] feat: add delete workspace endpoint, use in bench
* chore: move excess logging to debug
feat: improve metrics block logs to include more data
fix: make longmem db deletion configurable
* fix: [CRITICAL] use async genai client
* chore: update core sdk, fix tests to use aio as well
* fix: rollback prompt changes
* chore: update version
* fix: cleanup, coderabbit, wrap delete op in try/except
---------
Co-authored-by: Vineeth Voruganti <13438633+VVoruganti@users.noreply.github.com>
* feat: add optional JWT and webhook secrets to honcho instance creation
* chore: ignore spurious warnings
* feat: add response format if using gpt-5 model family
* feat: add response models to all apis except anthropic
* fix: raise NotImplementedError for response models in AsyncAnthropic client
* chore: address review
* [WIP] representation structure + deriver cleanup
* chore: add tests, cleanup
* feat: [WIP: semi-working] representation object
* fix: alignment
* fix: make observations hashable for dedup
* fix: datetime formatting, observation counting
* fix: switch to int for message id, clean up representation
* feat: remove need for metadata working rep
* chore: cleanup
* fix: use tenacity instead of custom fns
* feat: add representation and card to context if desired
* feat: add semantically relevant observations
* fix: pass all params to streaming, nonblocking streaming
* feat: consolidate document saving, make working representation fetching much smarter
* chore: add 100% test coverage of representation util
* feat: basic dream infra
* feat: dream queue item first pass
* chore: fixes & cleanup from coderabbit
* fix: dreams scheduled when new document count reaches a certain threshold
* feat: wip: timed dreams (not working)
* fix: test
* fix: remove useless pyright ignore
* fix: executing dreams
* feat: dreaming
* feat: [WIP] longmemeval bench
* feat: add USE_PEER_CARD setting, fix longmem test driver
* feat: get full working rep for dialectic in one swoop -- fix representation_from_documents to use the proper timestamp!
* fix: timestamps for real, handle assistant qs in longmem
* fix: remove old client, add batching to longmem
* perf: remove duplicate detection, will move to background task
* feat: track perf metrics on evals
* feat: adjust deriver prompt to use peer_id, add question date to question, clean up deriver
* fix: label metrics by task for better perf trace
* chore: code review
* feat: add efficiency score to longmem bench
* chore: tuning and cleaning up eval
* chore: bring in the big prompts
* feat: add support for vllm client
* feat: perf: bundle db calls in deriver and dialectic, increase max conns in docker db
* feat: add merge-sessions flag to longmemeval, add SUMMARY_ENABLED flag
* fix: COLLECT_METRICS default false
* chore: display start/end message ids, don't include in metrics
* fix: break large messages apart for eval
* fix: only get/create collection when needed
* feat: properly attribute documents with message id ranges and add session name column to documents
* fix: revert move of get_or_create_collection (need for fkey)
* fix: always get collection with peer name even if it's none
* chore: coderabbit
* fix: give peer card its own config, expand document schema, refactor get_context to be parallel, various cleanup chores and bugfixes
* chore: refactor: reify observer/observed system across entire codebase, including db migration
* refactor: cleanup code organization, make singletons where desired
* refactor: replace embeddings store with representation manager
* chore: coderabbit cleanup
* chore: update migration to non-null session param in documents, general review and cleanup
* chore: merge branch 'main' into ben/deriver-tidy
* chore: review fixes
Lily
Phil
Vineeth Voruganti
Hart
doria
Rajat Ahuja