Repo · Benchmarks & research
Tjev
Independent Qwen3.5 typed-decision stack in JAX with Pallas TPU kernels, LoRA tuning, per-type calibration, and MLX export.
Open github.com ↗From the repository
Calibrated typed decisions from Qwen3.5 label logits: LoRA fine-tuning in JAX / Flax NNX / Optax / Orba. x / Grain, with Pallas TPU kernels, and export to MLX for Apple silicon. This is the JevBench "Jev-class" task. Tev is an independent implementation, not affiliated with TypeSafe AI
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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