CalibratedDecisions.

Repo · Benchmarks & research

werr

Zero-memory System-1 decision engine & TypeSafe Jev wire-compatible runtime powered by Mandelbrot wave dynamics (JevBench #1).

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From the repository

Zero-memory System-1 decision engine & TypeSafe Jev wire-compatible runtime powered by Mandelbrot wave dynamics (The Zero-VRAM Gauntlet).

air-gappedcollaboratedecision-enginedeterministicedge-aifractalgithub-codespacesgithub-copilotgithub-pagesjetbrainslearnllm-alternativelow-latencymandelbrotneuro-symbolicpythonsystem-onetype-safezero-memory

How builders describe it

Machine-native System One decision engine that synthesizes typed noul, choice, and score answers from deterministic fractal escape dynamics instead of large language models or VRAM-resident weights.

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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