Videos
| Thumb | Title | Channel | Status | Published |
|---|---|---|---|---|
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Jev Is Fast. But Can You Trust Its Answers?
Jev, Typesafe's classification model, is fast and cheap but has a serious calibration problem: on a benchmark, it... |
Cloud Codes | summarized | 2026-09-28 09:00 |
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8 Jev Use Cases That Feel Like Cheating
Jev is a new AI that makes thousands of fast, cheap decisions using structured JSON inputs, distinct from text... |
Matthew Berman | summarized | 2026-09-24 18:37 |
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Run a Jev-Style Model on Your Own GPU
The core insight is that many AI decisions don't need text generation—just scoring logits against a fixed menu of... |
Cloud Codes | summarized | 2026-09-22 12:00 |
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How to use Jev Better than 99% of People
Jev is a new AI model that is 400 times cheaper than Astra and significantly faster, making previously uneconomical... |
Jack Roberts | summarized | 2026-09-22 11:57 |
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How to Build Things with Jev & OpenJevs
Jev, from Typesafe AI, is a system-one model that returns typed answers with probabilities instead of generating... |
Sam Witteveen | summarized | 2026-09-21 14:30 |
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I Tested Jev on 12 Real Use Cases. My Honest Thoughts.
Jev is a decision-only AI model that outputs structured JSON (yes/no, category, or score) without generating text,... |
Nate Herk | summarized | 2026-09-19 17:25 |
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We need to talk about Jev...
Jev is a new decision model from a ChatGPT co-inventor that uses RLCD, a training method different from RLHF. It... |
Matthew Berman | summarized | 2026-09-18 15:28 |
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Jev - The Ultimate Classification Model?
Jev, a model from Typesafe AI, is built exclusively for fast, cheap classification tasks and outputs only structured... |
Sam Witteveen | summarized | 2026-09-18 15:00 |
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This AI Claims a 200× Speedup. Here’s the Catch.
Jev, a system one model from Typesafe, claims up to 200x speedup on decision tasks by selecting from predefined... |
Cloud Codes | summarized | 2026-09-17 09:00 |
Frontier News · by Hyperjump Technology