Repo · Benchmarks & research
clef-webcam
Runs Cloudflare's open-weight clef-flash decision model locally on an Apple Silicon Mac and turns live webcam frames into typed decisions (noul /…
Open github.com ↗From the repository
Run Cloudflare's clef-flash decision model locally on your webcam
How builders describe it
Runs Cloudflare's open-weight clef-flash decision model locally on an Apple Silicon Mac and turns live webcam frames into typed decisions (noul / choice / score) using the same question schema as Jev / System One, with Metal kernels that cut a webcam frame with three questions from ~840 ms to ~250…
The decision Jev makes
Benchmark questions with known answers, to check accuracy and confidence.
Where it fits
Head-to-head tests, calibration studies and independent research into how well Jev decides, how fast, and at what cost. All 682 benchmarks & research projects →
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