Changelog

​

Added

• Consolidated session context into a single DB session with 40/60 token budget allocation between summary and messages
• Observation validation via ObservationInput Pydantic schema with partial-success support and batch embedding with per-observation fallback
• Peer card hard cap of 40 facts with case-insensitive deduplication and whitespace normalization
• Safe integer coercion (_safe_int) for all LLM tool inputs to handle non-integer values like "Infinity"
• Embedding pre-computation and reuse across multiple search calls in dialectic and representation flows
• Peer existence validation in dialectic chat endpoints — raises ResourceNotFoundException instead of silently failing
• Logging filter to suppress noisy GET /metrics access logs
• Oolong long-context aggregation benchmark (synth and real variants, 1K–4M token context windows)
• MolecularBench fact quality evaluation (ambiguity, decontextuality, minimality scoring)
• CoverageBench information recall evaluation (gold fact extraction, coverage matching, QA verification)
• LoCoMo summary-as-context baseline evaluation
• Webhook delivery tests, dependency lifecycle tests, queue cleanup tests, summarizer fallback tests
• Parallel test execution via pytest-xdist with worker-specific databases
• test_reasoning_levels.py script for LOCOM dataset testing across reasoning levels

​

Changed

• Workspace deletion is now async — returns 202 Accepted, validates no active sessions (409 Conflict), cascade-deletes in background
• Redis caching layer now stores plain-dict instead of ORM objects, with v2-prefixed keys, storage, resilient safe_cache_set/safe_cache_delete helpers, and deferred post-commit cache invalidation
• All get_or_create_* CRUD operations now use savepoints (db.begin_nested()) instead of commit/rollback for race condition prevention
• Reconciler vector sync uses direct ORM mutation instead of batch parameterized UPDATE statements
• Summarizer enforces hard word limit in prompt and creates fallback text for empty summaries with summary_tokens = 0
• Blocked Gemini responses (SAFETY, RECITATION, PROHIBITED_CONTENT, BLOCKLIST) now raise LLMError to trigger retry/backup-provider logic
• Gemini client explicitly sets max_output_tokens from max_tokens parameter
• All deriver and metrics collector logging replaced with structured logging.getLogger(__name__) calls
• Dreamer specialist prompts updated to enforce durable-facts-only peer cards with max 40 entries and deduplication
• GetOrCreateResult changed from NamedTuple to dataclass with async post_commit() method
• FastAPI upgraded from 0.111.0 to 0.131.0; added pyarrow dependency
• Queue status filtering to only show user-facing tasks (representation, summary, dream); excludes internal infrastructure tasks

​

Fixed

• JWT timestamp bug — JWTParams.t was evaluated once at class definition time instead of per-instance
• Session cache invalidation on deletion was missing
• get_peer_card() now properly propagates ResourceNotFoundException instead of swallowing it
• set_peer_card() ensures peer exists via get_or_create_peers() before updating
• Backup provider failover with proper tool input type safety
• Removed setup_admin_jwt() from server startup
• Sentry coroutine detection switched from asyncio.iscoroutinefunction to inspect.iscoroutinefunction

​

Removed

• explicit.py and obex.py benchmarks replaced by coverage.py and molecular.py
• Claude Code review automation workflow (.github/workflows/claude.yml)
• Coverage reporting from default pytest configuration

​

Added

• Documentation for reasoning_level and Claude Code plugin

​

Changed

• Gave dreaming sub-agents better prompting around peer card creation, tweaked overall prompts

​

Fixed

• Added message-search fallback for memory search tool, necessary in fresh sessions
• Made FLUSH_ENABLED a config value
• Removed N+1 query in search_messages

​

Fixed

• Token counting in Explicit Agent Loop
• Backwards compatibility of queue items

​

Added

• Agentic Dreamer for intelligent memory consolidation using LLM agents
• Agentic Dialectic for query answering using LLM agents with tool use
• Reasoning levels configuration for dialectic (minimal, low, medium, high, max)
• Prometheus token tracking for deriver and dialectic operations
• n8n integration
• Cloud Events for auditable telemetry
• External Vector Store support for turbopuffer and lancedb with reconciliation flow

​

Changed

• API route renaming for consistency
• Dreamer and dialectic now respect peer card configuration settings
• Observations renamed to Conclusions across API and SDKs
• Deriver to buffer representation tasks to normalize workloads
• Local Representation tasks to create singular QueueItems
• getContext endpoint to use search_query rather than force last_user_message

​

Fixed

• Dream scheduling bugs
• Summary creation when start_message_id > end_message_id
• Cashews upgrade to prevent NoScriptError
• Memory leak in accumulate_metric call

​

Removed

• Peer card configuration from message configuration; peer cards no longer created/updated in deriver process

​

Fixed

• Backwards compatibility for message_ids field in documents to handle legacy tuple format

​

Added

• Message level configurations
• CRUD operations for observations
• Comprehensive test cases for harness
• Peer level get_context
• Set Peer Card Method
• Manual dreaming trigger endpoint

​

Changed

• Configurations to support more flags for fine-grained control of the deriver, peer cards, summaries, etc.
• Working Representations to support more fine-grained parameters

​

Fixed

• File uploads to match MessageCreate structure
• Cache invalidation strategy

​

Added

• Redis caching to improve DB IO
• Backup LLM provider to avoid failures when a provider is down

​

Changed

• QueueItems to use standardized columns
• Improved Deduplication logic for Representation Tasks
• More finegrained metrics for representation, summary, and peer card tasks
• DB constraint to follow standard naming conventions

​

Fixed

• Langfuse tracing to have readable waterfalls
• Alembic Migrations to match models.py
• message_in_seq correctly included in webhook payload

​

Changed

• Alembic to always use a session pooler
• Statement timeout during alembic operations to 5 min

​

Added

• Alembic migration validation test suite

​

Fixed

• Alembic migrations to batch changes
• Batch message creation sequence number

​

Changed

• Logging infrastructure to remove noisy messages
• Sentry integration is centralized

​

Added

• Unified Representation class
• vllm client support
• Periodic queue cleanup logic
• WIP Dreaming Feature
• LongMemEval to Test Bench
• Prometheus Client for better Metrics
• Performance metrics instrumentation
• Error reporting to deriver
• Workspace Delete Method
• Multi-db option in test harness

​

Changed

• Working Representations are Queried on the fly rather than cached in metadata
• EmbeddingStore to RepresentationFactory
• Summary Response Model to use public_id of message for cutoff
• Semantic across codebase to reference resources based on observer and observed
• Prompts for Deriver & Dialectic to reference peer_id and add examples
• Get Context route returns peer card and representation in addition to messages and summaries
• Refactoring logger.info calls to logger.debug where applicable

​

Fixed

• Gemini client to use async methods

​

Changed

• Deriver Rollup Queue processes interleaved messages for more context

​

Fixed

• Dialectic Streaming to follow SSE conventions
• Sentry tracing in the deriver

​

Added

• Get peer cards endpoint (GET /v2/peers/{peer_id}/card) for retrieving targeted peer context information

​

Changed

• Replaced Mirascope dependency with small client implementation for better control
• Optimized deriver performance by using joins on messages table instead of storing token count in queue payload
• Database scope optimization for various operations
• Batch representation task processing for ~10x speed improvement in practice

​

Fixed

• Separated clean and claim work units in queue manager to prevent race conditions
• Skip locked ActiveQueueSession rows on delete operations
• Langfuse SDK integration updates for compatibility
• Added configurable maximum message size to prevent token overflow in deriver
• Various minor bugfixes

​

Fixed

• Added max message count to deriver in order to not overflow token limits

​

Added

• getSummaries endpoint to get all available summaries for a session directly
• Peer Card feature to improve context for deriver and dialectic

​

Changed

• Session Peer limit to be based on observers instead, renamed config value to SESSION_OBSERVERS_LIMIT
• Messages can take a custom timestamp for the created_at field, defaulting to the current time
• get_context endpoint returns detailed Summary object rather than just summary content
• Working representations use a FIFO queue structure to maintain facts rather than a full rewrite
• Optimized deriver enqueue by prefetching message sequence numbers (eliminates N+1 queries)

​

Fixed

• Deriver uses get_context internally to prevent context window limit errors
• Embedding store will truncate context when querying documents to prevent embedding token limit errors
• Queue manager to schedule work based on available works rather than total number of workers
• Queue manager to use atomic db transactions rather than long lived transaction for the worker lifecycle
• Timestamp formats unified to ISO 8601 across the codebase
• Internal get_context method’s cutoff value is exclusive now

​

Added

• Arbitrary filters now available on all search endpoints
• Search combines full-text and semantic using reciprocal rank fusion
• Webhook support (currently only supports queue_empty and test events, more to come)
• Small test harness and custom test format for evaluating Honcho output quality
• Added MCP server and documentation for it

​

Changed

• Search has 10 results by default, max 100 results
• Queue structure generalized to handle more event types
• Summarizer now exhaustive by default and tuned for performance

​

Fixed

• Resolve race condition for peers that leave a session while sending messages
• Added explicit rollback to solve integrity error in queue
• Re-introduced Sentry tracing to deriver
• Better integrity logic in get_or_create API methods

​

Fixed

• Summarizer module to ignore empty summaries and pass appropriate one to get_context
• Structured Outputs calls with OpenAI provider to pass strict=True to Pydantic Schema

​

Added

• Test harness for custom Honcho evaluations
• Better support for session and peer aware dialectic queries
• Langfuse settings
• Added recent history to dialectic prompt, dynamic based on new context window size setting

​

Fixed

• Summary queue logic
• Formatting of logs
• Filtering by session
• Peer targeting in queries

​

Changed

• Made query expansion in dialectic off by default
• Overhauled logging
• Refactor summarization for performance and code clarity
• Refactor queue payloads for clarity

​

Added

• File uploads
• Brand new “ROTE” deriver system
• Updated dialectic system
• Local working representations
• Better logging for deriver/dialectic
• Deriver Queue Status no longer has redundant data

​

Fixed

• Document insertion
• Session-scoped and peer-targeted dialectic queries work now
• Minor bugs

​

Removed

• Peer-level messages

​

Changed

• Dialectic chat endpoint takes a single query
• Rearranged configuration values (LLM, Deriver, Dialectic, History->Summary)

​

Fixed

• Groq API client to use the Async library

​

Fixed

• Migration/provision scripts did not have correct database connection arguments, causing timeouts

​

Fixed

• Bug that causes runtime error when Sentry flags are enabled

​

Fixed

• Database initialization was misconfigured and led to provision_db script failing: switch to consistent working configuration with transaction pooler

​

Added

• Ergonomic SDKs for Python and TypeScript (uses Stainless underneath)
• Deriver Queue Status endpoint
• Complex arbitrary filters on workspace/session/peer/message
• Message embedding table for full semantic search

​

Changed

• Overhauled documentation
• BasedPyright typing for entire project
• Resource filtering expanded to include logical operators

​

Fixed

• Various bugs
• Use new config arrangement everywhere
• Remove hardcoded responses

​

Added

• Ability to get a peer’s working representation
• Metadata to all data primitives (Workspaces, Peers, Sessions, Messages)
• Internal metadata to store Honcho’s state no longer exposed in API
• Batch message operations and enhanced message querying with token and message count limits
• Search and summary functionalities scoped by workspace, peer, and session
• Session context retrieval with summaries and token allocatio
• HNSW Index for Documents Table
• Centralized Configuration via Environment Variables or config.toml file

​

Changed

• New architecture centered around the concept of a “peer” replaces the former “app”/“user”/“session” paradigm
• Workspaces replace “apps” as top-level namespace
• Peers replace “users”
• Sessions no longer nested beneath peers and no longer limited to a single user-assistant model. A session exists independently of any one peer and peers can be added to and removed from sessions.
• Dialectic API is now part of the Peer, not the Session
• Dialectic API now allows queries to be scoped to a session or “targeted” to a fellow peer
• Database schema migrated to adopt workspace/peer/session naming and structure
• Authentication and JWT scopes updated to workspace/peer/session hierarchy
• Queue processing now works on ‘work units’ instead of sessions
• Message token counting updated with tiktoken integration and fallback heuristic
• Queue and message processing updated to handle sender/target and task types for multi-peer scenarios

​

Fixed

• Improved error handling and validation for batch message operations and metadata
• Database Sessions to be more atomic to reduce idle in transaction time

​

Removed

• Metamessages removed in favor of metadata
• Collections and Documents no longer exposed in the API, solely internal
• Obsolete tests for apps, users, collections, documents, and metamessages

​

Added

• Normalize resources to remove joins and increase query performance
• Query tracing for debugging

​

Changed

• /list endpoints to not require a request body
• metamessage_type to label with backwards compatability
• Database Provisioning to rely on alembic
• Database Session Manager to explicitly rollback transactions before closing the connection

​

Fixed

• Alembic Migrations to include initial database migrations
• Sentry Middleware to not report Honcho Exceptions

​

Added

• JWT based API authentication
• Configurable logging
• Consolidated LLM Inference via ModelClient class
• Dynamic logging configurable via environment variables

​

Changed

• Deriver & Dialectic API to use Hybrid Memory Architecture
• Metamessages are not strictly tied to a message
• Database provisioning is a separate script instead of happening on startup
• Consolidated session/chat and session/chat/stream endpoints