How far can a small, local model go?

Touchstone benchmarks locally-hosted models on real senior-dev work — fixing real bugs in a live application, graded by the app's own test suite. The model is the only variable; we measure how close pure engineering scaffolding gets small, cheap, local models to frontier output. Everything on this page is live from the bench.