Make the Forest Your Agent's Memory
Ten typed tools over MCP, a skills file that teaches the agent the terrain, and one scoped key per agent: how a self-hosted forest becomes memory your agents can search, walk and grow.
4 min read
Blog
Notes from the forest
Engineering notes on navigation, ingestion, agent memory and honest benchmarking, written by the people who ran the experiments.
Ten Typed Tools over MCP
Why agents get ten small, typed, token-budgeted tools over MCP instead of one giant search box, and what that buys in tokens, latency, and legible failures.
4 min read
Want the long version?
The paper carries the full architecture, the benchmark tables and the findings that failed their criteria.