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A Model That Refuses to Talk

colinmcnamara.com · published 20 September 2026

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https://docs.typesafe.ai/primitives/choice
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https://docs.typesafe.ai/primitives/score
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https://pypi.org/project/typesafe/
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https://docs.typesafe.ai/introduction/machine-learning-primer
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https://docs.typesafe.ai/confidence
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https://docs.typesafe.ai/model-jaggedness/jev-1.13
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https://news.ycombinator.com/item?id=49717558
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https://archerhume.com/posts/jevs-architecture-unmasked/
archerhume.com
https://arxiv.org/abs/2507.18546
arxiv.org
https://x.com/NielsRogge/status/2100239244501430438
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https://github.com/ekzhang/openjev-sglang
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https://arxiv.org/abs/2203.02155
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https://x.com/CompleteSkeptic/status/2100617775823966680
x.com
https://x.com/hxiao/status/2101001002816327867
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https://anthonymaio.substack.com/p/jev-the-language-model-that-wont
anthonymaio.substack.com
https://x.com/danshipper/status/2099947471518474522
x.com
https://every.to/also-true-for-humans/mini-vibe-check-typesafe-s-jev-judged-everything-i-ve-written-in-0-7-seconds
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An early-access test of TypeSafe's Jev: calibrated judgments for half a cent Read at the source ↗
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https://github.com/typesafe-ai/system-one-adapter-python
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https://github.com/colinmcnamara/jev-first-look
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https://github.com/colinmcnamara/jev-first-look/blob/main/t3_calibration.py
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https://github.com/colinmcnamara/jev-first-look/blob/main/results/t3_results.json
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https://arxiv.org/abs/1706.04599
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