compound-learning

Searchable conversation memory - auto-syncs sessions to SQLite with full-text search

Self-improving learning loop across Claude sessions — retrieval, capture, consolidation, and cross-project transfer

Graph-backed persistent memory engine with SurrealDB + BGE-M3 embeddings. Gives Claude Code permanent memory that learns across sessions.

Personal knowledge graph for Claude Code — remembers decisions, searches past work, captures sessions

A continuous, zero-friction learning layer: the agent learns about you and improves its own skills across every session, and can share anonymized, provenance-verified learnings to a global pool. Inspired by Hermes Agent.

The memory layer Claude Code doesn't have. A persistent knowledge graph that learns from your conversations — your AI assistant never starts a session blind.