README.md

Smriti: Bi-Temporal Zero-LLM Agent Memory

Traditional flat-vector retrieval fails for long-term agent memory because it lacks temporal invalidation. Agents fetch contradictory facts, leading to hallucinations.

Smriti solves this natively using a bi-temporal SVO (Subject-Verb-Object) engine that performs zero-LLM invalidation of past facts at $O(k)$ speed.

Learn more and integrate it into your AI agents: https://smriti-kaal.vercel.app/