- Clarify installer step 4 — the plugin seeds config.json if absent
- 'Puzzle piece' -> 'three-cubes' for the Extensions icon (current ST UI)
- API key step notes the UI-overrides-config precedence explicitly
- 'Honcho workspace ID' -> 'default Honcho workspace ID (configurable)'
- Add Note after Context-modes table — Context only is session-scoped
and returns empty until enough messages accumulate; Reasoning is the
better default for fresh peers
- Next Steps gains two cards: Install SillyTavern (upstream docs) and
the Claude Code setup skill (skills/setup/SKILL.md)
Follow-ups tracked separately — tool rename (observation -> conclusion,
matching the /conclusion endpoint), architecture Excalidraw.
New integration guide for the sillytavern-honcho extension covering
install, global config, context architecture, enrichment modes, and
troubleshooting. Added to v3 integrations nav.
* docs: replace Chatbots section with Tutorials, move Reachy Mini into it
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* docs: restructure nav — move modeling-data to Core Concepts, file-uploads to Advanced, merge Migrations into Tutorials
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* chore: final moving
* docs: minor changes
* docs: adding community integrations
* chore: cr updates
* fix: Rename patterns page and nitpicks on organization
---------
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Vineeth Voruganti <13438633+VVoruganti@users.noreply.github.com>
* fix: Add bounds to gemini client
* fix: Prevent empty summaries from being saved to DB (HONCHO-M7)
Raise LLMError on blocked Gemini responses (SAFETY, RECITATION, etc.)
so retry/backup-provider logic triggers. Treat empty LLM responses in
the summarizer as fallback instead of persisting empty strings.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* feat: Summary Eval via Locomo
* fix: Code Rabbit Comments
* fix: Code Rabbit Comments
---------
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
* fix: Use savepoints to prevent race condition in get_or_create chain
Replace commit()/rollback() with begin_nested() savepoints in
get_or_create_workspace, get_or_create_peers, and get_or_create_session
so that an IntegrityError rollback in a nested call doesn't undo flushed
work from the caller. Moves transaction commit responsibility to the
outermost caller and defers cache operations to post-commit callbacks
on GetOrCreateResult.
Closes DEV-1321
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* fix: Add missing commit and post_commit in chat endpoint
The chat() endpoint in routers/peers.py called get_or_create_peers()
but discarded the result without committing or invoking post_commit().
This meant new peers created lazily via SDK chat calls were never
persisted, and cache invalidation was skipped.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---------
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
* chore: 3.0 honcho and 2.0 sdks changelog
fix: use PeerContextResponse in peer.ts
* chore: move docs to /v3/, build SDKs
* chore: code review
* feat: [WIP] migrate away from stainless in typescript sdk
* chore: move api from /v2/ to /v3/
* feat: no-stainless typescript with real tests
* feat: migrate python sdk off of stainless
* feat: clean typescript sdk
* chore: add tests for ts http client
* fix: rewrite entire python sdk in new format, update typescript sdk to use `configuration` not `config` for consistency with API
* fix: clean up SDKs, synchronize
* chore: update sdk examples
* chore: update OpenAPI documentation and SDK examples to reflect changes
* fix: better test
* fix: install deps in test runner, improve robustness of streaming in sdk, coderabbit nits
* fix: standardize around camelCase in TS SDK
* refactor: update configuration handling in SDKs to use typed models for workspace, session, and peer configurations
* docs: clarify queue status usage and remove polling methods from SDKs
add claude skills for migrations
* chore: fix links in docs
* feat: add deriver flush mode to bypass batch token threshold
- Introduced `is_deriver_flush_enabled` function to check if flush mode is active.
- Updated `QueueManager` to conditionally apply batch token thresholds based on flush mode.
- Enhanced `UnifiedTestExecutor` to enable flush mode via Redis.
- Added `flush` parameter to test cases to facilitate testing of flush mode behavior.
- Updated various test cases to utilize the new flush functionality.
* feat: implement schedule_dream functionality in SDKs, use in unified test runner
- Added `schedule_dream` method to both Python and TypeScript SDKs for scheduling dream tasks.
- Updated HTTP routes to include endpoint for scheduling dreams.
- Enhanced test runner to utilize the new `schedule_dream` method for scheduling actions.
- Updated TypeScript client to support the new scheduling functionality with appropriate parameters.
* feat: update single deriver task to support multiple observers
- Changed the `observer` parameter to `observers` as a list in multiple functions across the deriver module.
- Updated the processing logic to handle multiple observers for representation tasks.
- Adjusted related payload and queue management functions to accommodate the new observers structure.
- Modified tests to reflect changes in the representation task handling and ensure proper functionality.
* refactor: update enqueue tests to support deduplication of queue items with multiple observers
- Modified tests in `test_enqueue.py` to reflect changes in the queue item structure, where each message now results in a single queue item containing a list of observers.
- Updated assertions to validate that the `observers` field correctly includes all relevant peers, ensuring proper functionality of the deduplication logic.
- Removed redundant payload matching logic to streamline test cases and improve clarity.
* fix: add backwards compatibility for representation work unit keys and payload observers
* add: results
* add: adoption journey
* feat: update dialectic configuration and introduce cost calculator
- Adjusted LLM and dialectic settings in `.env.template`, `config.toml.example`, and `src/config.py` to reduce maximum tool output characters and session history tokens for cost efficiency.
- Implemented a new `dialectic_cost_calculator.py` script to estimate costs based on reasoning levels and model pricing.
- Enhanced `DialecticAgent` to utilize minimal tools and adjusted output token settings based on reasoning level to optimize performance and reduce costs.
* feat: add reasoning level to chat input in unified test runner
- Enhanced the `UnifiedTestExecutor` to include a `reasoning_level` parameter in the chat method call.
- Updated the `QueryAction` model to support the new `reasoning_level` attribute, allowing for more nuanced chat interactions.
* add: adding script for testing reasoning levels
* fix: moving script
* fix: remove stale doc files deleted in main
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* fix: Code Review Changes
---------
Co-authored-by: Benjamin McCormick <docterformer@protonmail.com>
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-authored-by: Vineeth Voruganti <13438633+VVoruganti@users.noreply.github.com>
* feat: add nanobot-honcho claude skill
guided integration skill for adding honcho long-term memory to
HKUDS/nanobot instances. includes SKILL.md with step-by-step
instructions and reference implementations for client, session
manager, and agent tool.
* restructure: nanobot-honcho -> bot-integrations skill
Replace one-off nanobot-honcho skill with general bot-integrations skill
targeting the common architectural pattern shared by conversational bot
frameworks (agent loop, session manager, tool registry, message bus).
Structure:
.claude/skills/bot-integrations/
SKILL.md # adaptive skill for any bot framework
references/nanobot/ # concrete nanobot implementations
SKILL.md walks through 4 phases (explore, interview, implement, verify)
with awareness of bot frameworks. When it detects a known framework, it
pulls from the matching reference folder for concrete implementations.
Reference files updated with:
- sync flag moved to after API call success
- cache consistency for aliased sessions
- MEMORY.md/HISTORY.md migration support
- migration transcript formatting with XML context tags
Future framework references (openclaw, picoclaw, etc) drop into
references/<framework>/ as they trend.
* fix: merge skills and repair syntax inconsistencies (#385)
* fix: updating docs based on new clawhub skill (#381)
* fix: use ORM mutation for re-embedded vectors in reconciler (#384)
* feat: implement async workspace deletion with active session checks (#378)
* 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>
* fix: merge skills and repair syntax inconsistencies
---------
Co-authored-by: ajspig <46900795+ajspig@users.noreply.github.com>
Co-authored-by: Rajat Ahuja <rahuja445@gmail.com>
Co-authored-by: doria <93405247+dr-frmr@users.noreply.github.com>
---------
Co-authored-by: Vineeth Voruganti <13438633+VVoruganti@users.noreply.github.com>
Co-authored-by: ajspig <46900795+ajspig@users.noreply.github.com>
Co-authored-by: Rajat Ahuja <rahuja445@gmail.com>
Co-authored-by: doria <93405247+dr-frmr@users.noreply.github.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>
* docs: add teams and logging sections to Claude Code guide
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* fix: updating header
* fix: minor typo
---------
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
* chore: parallelize tests for speed
* fix: truncate all tables after each test
---------
Co-authored-by: Vineeth Voruganti <13438633+VVoruganti@users.noreply.github.com>
* refactor: enhance specialist exploration and observation processes
- Updated the orchestration logic to allow specialists to explore freely with optional hints from high-surprisal observations.
- Removed predefined probing questions, enabling a more dynamic approach to observation gathering.
- Adjusted the deduction and induction specialists to utilize the current peer card context and exploration hints in their prompts.
- Improved documentation within the code to clarify the roles and responsibilities of specialists in the observation process.
* feat: add thorough dream test
* refactor: standardize hint terminology and dedup peer card context
* chore: (docs) Reconcile new SDK conventions in docs
* chore: updating docs references to SDK.
* chore: final edits to docs and packages for SDK and API updates
* chore: (docs) fix typescript context() options method
---------
Co-authored-by: Vineeth Voruganti <13438633+VVoruganti@users.noreply.github.com>
Erosika
lilyplasticlabs
Vineeth Voruganti
ajspig
3un01a
Rajat Ahuja
doria
vintro