Awesome Jev: early projects and use cases
A community-curated list gathers early Jev projects and ideas for developers who already have API access.
Jev: AI Momentum Back to Classic Data Science
Rajeshsam notes that AI momentum seems to have circled back to traditional data science with System 1 classifiers (e.g., Jev). He argues that typed structured responses plus deterministic reasoning in Python via hooks beat letting a model guess control flow; leave fuzziness at the ingestion boundary.
Seems like AI momentum just circled back to plain old data science with System 1 classifiers (looking at Jev). Honestly: typed structured responses + deterministic reasoning in Python via hooks > letting a model guess your control flow. Leave the fuzziness at the ingestion bound
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Training an MLP on Qwen 4B to Replicate Jev Behavior
The author shares an open-source project openjev that trains an MLP on qwen 4b to work like Jev, with a Hugging Face link. Link
Swapping an agent's tool-calling reasoning with Jev
The author shares replacing an agent's tool-calling reasoning with Jev, using Fable, Astra, and Opus; early results show drastic savings with very close results, with a demo video promised.
