Memosynth Lite

A lightweight memory ingestion pipeline that processes JSON memory logs through summarization and deduplication, then fans out to three backends: a vector DB (Qdrant), a relational timeline (DuckDB), and a memory graph (Neo4j).

View source on GitHub

Key takeaways

• 01

  Ingestion pipeline: summarize and dedupe BEFORE storing

• 02

  Tri-store fan-out shows one memory feeding vector, timeline, and graph views

Flows built on this research

Memory & Context

Memory Recall: Ranking and Relevance

Make recall surface the right memories: hybrid lexical+semantic search, rank fusion, and explainable retrieval.

4 steps · 90-120 minutes