research · mnemo
Teacher-reviewed research from the mnemo project. Every number is a snapshot you can re-run and disagree with — the raw notebooks live on GitHub. Confabulations get caught; the ones we couldn't verify are marked as such.
Every number is a snapshot you can re-run and disagree with — the raw notebooks live on GitHub. Confabulations get caught; the ones we couldn't verify are marked as such.
Search by title, tag, method, author, or review. The date remains visible beside every claim.
Estimated energy per token across the free-model swarm vs. a frontier model — EcoLogits + ML.ENERGY methodology, honest error bars. The swarm runs 50–200× leaner; the teacher review cuts that headline down to an upper bound and says why.
Read on GitHub →The OpenRouter catalog listed 22 free models. A one-sentence practice test found that listed is not working — exhausted pools, silent hangs, and four things “everyone knows” that the API response contradicts.
Snapshot on GitHub →No report matches.
Retrieval without embeddings, per-task token budgets, the validator gate.
“A claim is a claim — whoever makes it.”
That includes our own numbers. mnemo is open source, built in public on a 12-core ARM server with no GPU. 5,000 GitHub stars keep it visible.