
The Forest Principle: spend intelligence on the environment, not the model
Stigmergy applied to a corpus. What a navigable environment concretely means, what it buys in tokens and hardware, and what it honestly does not fix.
3 min read
Blog
Engineering notes on navigation, ingestion, agent memory and honest benchmarking, written by the people who ran the experiments.

Stigmergy applied to a corpus. What a navigable environment concretely means, what it buys in tokens and hardware, and what it honestly does not fix.
3 min read
The paper carries the full architecture, the benchmark tables and the findings that failed their criteria.