CalibratedDecisions.

Repo · Benchmarks & research

jev-deepresearch

Deep research crawl where Jev (a System One model) makes every per-page decision and an LLM only plans and writes.

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From the repository

Deep research crawl where Jev (a System One model) makes every per-page decision and an LLM only plans and writes

How builders describe it

Unfold, a depth-crawling research agent that routes every per-page decision through Jev while a general model is called only twice per run. Pages fan out, get triaged and judged one at a time, and the survivors converge into a cited report.

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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