Blog
Engineering notes on navigation, ingestion, agent memory and honest benchmarking, written by the people who ran the experiments.
Ingest is where the forest spends its effort: 1.71 s per document, a sixty-token summary contract passed at 100%, zero broken links. Pay once at write time, in a batch you can watch, instead of on every query forever.
4 min read
Title, sixty-token summary, tags, aliases: why the passport is where MonkeyLLM spends its intelligence, and how field-weighted BM25 turns curation into recall@5 = 1.00 at 1.3 ms.
4 min read
The paper carries the full architecture, the benchmark tables and the findings that failed their criteria.