CalibratedDecisions.

Repo · Benchmarks & research

jev-testbench

Lightweight, auditable testbench that probes Jev as a typed probabilistic decision primitive, logs every call to append-only JSONL, labels every…

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From the repository

A lightweight, auditable Jev testbench built through Agentic Engineering, with frozen evidence, a preregistered null result, and a bilingual technical blog. 基于 Agentic Engineering 的轻量、可审计 Jev 实验台,包含冻结证据、预注册负结果、双语技术博客与认知负债反思。

agentic-engineeringai-agentsjevllmmodel-evaluationpreregistrationprobabilistic-aipythonreproducibilitytypesafetypesafe-ai

How builders describe it

Lightweight, auditable testbench that probes Jev as a typed probabilistic decision primitive, logs every call to append-only JSONL, labels every claim by evidence type, and reports a negative headline result (NO_STRONG_JEV_SPECIFIC_NOVEL_FINDING_YET).

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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