CalibratedDecisions.

Repo · Benchmarks & research

LLM vs Jev

Teaching demo that races Gemini against TypeSafe Jev on the same 1,000 bank transactions into 12 categories, side by side, scored on speed and…

Open github.com ↗

From the repository

Run a live race: Gemini (LLM) vs TypeSafe Jev (System One Model) — both categorising the same 1,000 bank transactions into the same 12 categories, side-by-side, scored on speed + accuracy.

jev-aillms

How builders describe it

Teaching demo that races Gemini against TypeSafe Jev on the same 1,000 bank transactions into 12 categories, side by side, scored on speed and accuracy, with a no-key mock mode and a tiny Node proxy for the Jev key.

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 →

Related projects