source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
MONDAY, SEPTEMBER 21, 2026
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  1. 001Hacker NewsSEP · 21English

    Kev: Tiny Jev-like family of decision models built on top of Qwen3.5

    Kev is a family of small decision models (0.8B–9B parameters) built on Qwen3.5 for classification tasks like customer support ticket routing. Users can run pretrained weights locally on CUDA or Apple Silicon, with a TypeSafe-compatible API and web playground for testing.

    By Jaredpalmer
  2. 002Hacker NewsSEP · 20English

    Show HN: Real Jev decisions on a simulated robot fleet – $24.57 per million

    RoboKrunch benchmarked TypeSafe's Jev decision model on simulated warehouse robot fleet triage, finding it costs $24.57 per million decisions with sub-second latency and requires no training data. Self-hosting a small model becomes cheaper above ~1M decisions per month, but Jev wins on startup cost and simplicity for smaller deployments.

    By Robokrunch
  3. 003Hacker NewsSEP · 19English

    How to classify, route, and score with Jev and AI SDK

    Jev, a TypeSafe AI decision model, evaluates structured state against typed questions and returns choices, scores, and probabilities without text generation. The AI SDK's experimental_evaluate API exposes Jev through the Vercel AI Gateway in TypeScript, enabling applications to route decisions—like support ticket departments or severity scores—based on model assessments while keeping business logic in code.

    By Ben Sabic Content Engineer