* Added hindsight_liteLLM implementation
* Add instructions for entity vs bank id
* Add another line about entity
* Address PR review comments and enhance litellm integration
- Remove deprecated limit parameter from recall() and arecall() functions
since Hindsight uses budget/max_tokens for result control
- Remove dead MODEL_MAX_OUTPUT_TOKENS dict and max_output_tokens property
from LLMProvider (superseded by hardcoded max_completion_tokens)
- Add test-litellm-integration job to CI workflow
- Add reflect API support with use_reflect config option
- Add verbose mode debug info via get_last_injection_debug()
- Add entity_id support for multi-user memory isolation
- Add retain() and reflect() wrapper functions
- Update docstrings and examples
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
* Make max_memories optional to allow unlimited memory injection
- Change max_memories default from 10 to None (no limit)
- When max_memories is None, all results from the API are used
- Fix recall result handling to properly detect list vs object return
- Update wrappers (OpenAI, Anthropic) with same optional behavior
This allows users to control memory limits via max_memory_tokens
and recall_budget without an artificial count limit.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
* Remove entity_id from hindsight_litellm; add gpt-4o token cap
Multi-user support now uses separate bank_ids per user instead of
entity_id scoping (e.g., bank_id=f"user-{user_id}"). This simplifies
the API and aligns with the Hindsight architecture.
Also fixes max_completion_tokens error for gpt-4o models by capping
the value at 16384 (gpt-4o's limit) instead of sending the default
65000 which exceeds the model's supported maximum.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
* Fix dark mode styling across Control Plane UI components
Improvements to ensure proper text visibility and contrast in both light
and dark modes:
- Add global CSS rules for datetime-local calendar picker icon visibility
using filter: invert() for both light (0.5) and dark (1) modes
- Fix text colors in dialog components to use theme-aware foreground colors
- Update memory detail panel, document/chunk modals, and data views to use
proper dark mode text classes (text-foreground, text-card-foreground)
- Fix form labels, headings, and content text in bank selector dialogs
- Update entities view and documents view table styling for dark mode
- Bump package versions to 0.1.4
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
* Remove session_id feature and add How It Works section to README
- Remove session_id and session management (new_session, set_session,
get_session) from config.py, callbacks.py, and __init__.py
- Session management was a client-only abstraction not backed by core API
- Add "How It Works" section to README with visual flow diagram
- Update README to remove session management documentation
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
* Fix readme example
* Add dark mode again
---------
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
* Improve LongMemEval benchmark with structured prompts and better options
- Add --context-format option with 'json' (original) and 'structured' modes
- Structured format groups facts with source chunks for better LLM comprehension
- Add detailed instructions for date calculations, relative time handling, and abstention
- Add --source-results flag to read failed questions from a different file
- Allow --category to be combined with --max-instances for sampling
- Fix Gemini structured output by passing response_schema parameter
- Add retry logic for empty Gemini responses with block reason logging
- Add judge prompt comparison documentation
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* fix recall in benchmarks
* Improve LongMemEval prompt and Gemini error handling
- Add JSONDecodeError retry for Gemini truncated responses
- Increase max_tokens to 32768 for thinking models
- Add counting/disambiguation guidance to structured prompt
- Add "when in doubt, undercount" and overlap detection rules
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Add connection error retry and preference question guidance
- Add APIConnectionError retry for OpenAI client (server disconnects)
- Add recommendation/preference question guidance to structured prompt
- Instruct model to build on user's existing tools/experiences
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Make reasoning optional
* Seed for LLM through Groq
* fix entity and observations
* Increase graph retrieval neighbor limit for expanded entities
Doubled the neighbor limit multiplier from 10 to 20 in graph retrieval.
With expanded entity extraction (now including objects and concepts like
"kitchen"), facts share more common entities, causing the previous limit
to arbitrarily exclude relevant results. This fix ensures better recall
for questions about related items (e.g., kitchen items).
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* Expand entity extraction to include objects and concepts
Updated entity extraction prompt to include:
- Specific objects (coffee maker, toaster, car, laptop, kitchen)
- Abstract concepts/themes (friendship, career growth, loss, celebration)
- Places and organizations (IKEA, Goodwill, New York)
This enables better fact linking through shared entities. For example,
kitchen appliances now share a "kitchen" entity, allowing graph traversal
to find related facts like "replaced coffee maker" when querying about
"kitchen items".
Works in conjunction with the increased neighbor limit to improve recall.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
---------
Co-authored-by: Chris Bartholomew <chris.bartholomew@vectorize.io>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: andrew <andrew.neeser@me.com>
