CalibratedDecisions.

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TypeSafe AI Benchmark

Side-by-side benchmark of TypeSafe Jev, Qwen 3.8 27B on Cerebras, and a local Needle 3 across seven synthetic workloads, recording validated outputs,…

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From the repository

This is a LLM Gateway that mimics typesafe ai structured output. Like an imposter Jev.

How builders describe it

Side-by-side benchmark of TypeSafe Jev, Qwen 3.8 27B on Cerebras, and a local Needle 3 across seven synthetic workloads, recording validated outputs, mistakes, latency, tokens, and estimated cost. Raw exports and per-scene limitations are published.
I built a TypeSafe alternative but with Qwen 3.8 27b on Cerebras. Similar quality, Similar speed, but TypeSafe is way way cheaper.

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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