What it is
stuntd is a local, self-hosted proxy for developers who make typed LLM decisions. It records Choice, Score and Noul questions, distils each decision site into a small head on a frozen Laya encoder, and answers locally with calibrated confidence.
How it uses Jev
stuntd speaks the Jev System One protocol (POST /v1/systemone) and the OpenAI Chat Completions API. It records every Choice, Score and Noul decision, trains a head per site, and answers live with calibrated confidence, falling back to the upstream below its threshold.
Primitives:choicescorenoul
Technique worth stealing
Distil each decision site into a small head on a frozen Laya encoder, serving locally with calibrated confidence and falling back to the provider when unsure.
Try it
pip install "stuntd[train]" && stuntd config init && stuntd serve
Evidence
Each line is one question put to Jev about the README. ≥ 0.60 reads as yes, ≤ 0.40 as no; in between Jev is not making a call.
- Jev-centricyes0.88
- Shows a System One patternyes0.91
- Handles uncertaintyyes0.92
- Measuredyes0.97
- Runnableyes0.96
- Worth recommendingunclear0.54
- Model replicayes0.84
- Problem scopescore on a 0–2 scale1.18
- About Jevyes0.99
Signals by Jev jev-1.13.0, card written by DeepSeek V4.1 Flash from the README on 23 Sept 2026.