Repo · Benchmarks & research
poorjev
Open-source, local Jev alternative: a System One decision layer with provably calibrated confidence (ECE 0.170→0.071).
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Open-source, local Jev alternative: a System One decision layer with provably calibrated confidence (ECE 0.170→0.071). Typed decisions, runs offline, no API key, no waitlist.
calibrationclassificationconformal-predictionjevjev-alternativellmllm-guardrailslocal-llmopen-sourcepythonstructured-outputsystem-onetypesafeuncertainty-quantification
How builders describe it
Open-source, local Jev alternative: a System One decision layer with provably calibrated confidence (ECE 0.170→0.071). Typed decisions, runs offline, no API key, no waitlist.
An open, local-first alternative to Jev that reproduces the Choice, Score, and Noul interface on commodity zero-shot NLI models with temperature scaling and conformal abstention, and runs offline with no API 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 →
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