Blog
Notes on agent memory, MCP, and building threadctx.
2026-07-05
MCP is becoming the universal interface for agent memory
Memory is decoupling from any single agent framework the same way language tooling decoupled from any single editor — and MCP is the protocol making it happen.
2026-07-05
Give your LangGraph agents shared team memory in 5 minutes
A step-by-step guide to wiring threadctx into a LangGraph agent with langchain-mcp-adapters — no custom integration required.
2026-07-05
One memory layer across Claude Code, Cursor, and LangGraph
What it actually looks like when one engineer’s agent — in any framework — learns something and every other agent on the team can recall it.