CalibratedDecisions.

Article · Benchmarks & research

Jev on 100 real agent tool calls

Archestra labels 100 production Claude Code tool calls and compares Jev with a constant benign baseline, Sonnet 5, Laya, and several open decoders.

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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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