Cross-agent messaging and shared memory over the local filesystem
File-based agent coordination with zero daemons beats message queue complexity.

Cross-tool AI memory solves real fragmentation that single-tool solutions ignore.
Developers using multiple AI coding assistants
Mem0 · Zep · LangChain Memory
File-based agent coordination with zero daemons beats message queue complexity.
Five-component architecture adds output enforcement to standard RAG pipelines.
Swaps postMessage for shared memory, making cross-thread calls 3.5x faster in Deno.
Git-backed shared memory solves AI team context drift better than vector DB wrappers.
SQLite-backed MCP server gives local agents shared memory without vector DB overhead.
Prevents AI agents from re-litigating rejected architectural decisions across sessions.