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.
Agent Amnesia and the Second Bill
Every agent session starts by rebuilding context the last one already paid for. What a persistent, growable forest memory changes about agent workflows, and the skills file that makes agents actually use it.
4 min read
Want the long version?
The paper carries the full architecture, the benchmark tables and the findings that failed their criteria.