01 PLANscope before burn
02 SANDBOXisolated replay
03 EVALverdict + reason
04 BENCHswap model, keep harness
Plan, sandbox, evaluate, and benchmark — locally.
A plug-in-place harness for machine learning work on your machine. It plans the run, builds sandboxes, generates and evaluates data, benchmarks results, and attaches the model you choose — so you get a full local ML loop without building the scaffolding yourself.
- · Sandbox runs with clear eval receipts
- · Data generation + benchmarking in one loop
- · Attach local models or your API provider