Atlaso

Gives Claude conflict-aware memory through Field 3.0, a polarity-tracking retrieval engine that flags every recalled fact with whether the stored knowledge agrees, disagrees, or splits. You deposit conversational facts via `memory.add()`, recall them with `memory.recall()`, and get back results annotated with `is_confident`, `has_disagreement`, and `conflict_peers` so the agent knows what to trust. Runs on local SQLite with no remote calls. The same engine powers their desktop app and ships with adapters for LangChain, LlamaIndex, and DSPy. Reach for this when you need agents to notice when their memory contradicts itself instead of confidently parroting whichever fact won the vector similarity race.