Jev Decision Model
7 curated entries tagged decision-model.
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- Cloudflare's first open decision models on Workers AI: Clef, a 27B model that reads text, JSON, images, or video, and Clef-flash, a 9B model for the latency-sensitive hop, each returning a probability per option.Jev Models & Reimplementations#community#cloudflare#decision-modelCommunity
- A multimodal decision model on Workers AI that takes text, images, audio, or video in one request and returns schema-constrained probabilities, built on a 30B mixture-of-experts backbone with about 3B parameters active.Jev Models & Reimplementations#community#cloudflare#multimodalCommunity
- Liquid AI's first decision model, a hosted API that adds image input to the Choice, Score, and Noul shape. Liquid reports it matching or beating GPT-6.1 Sol on four of six tested applications at 19x to 200x lower cost.Jev Models & Reimplementations#community#decision-model#multimodalCommunity
- A ranked comparison of thirteen decision-model APIs as of October 2026, including Jev, OpenAI Decisions, Clef, Liquid d1, Kev, Perplexity Decider, and Strands, scored on evidence, usage, and price.Jev Benchmarks & EvaluationsArticle#community#comparison#decision-modelCommunity
- A three-week timeline of the Jev clone war: the September 15 stealth launch, reported $10B valuation talks, an Amazon engineer's own build, and the $870M round, alongside OpenAI, Amazon, and Cloudflare shipping rivals.Jev Media & TalksArticle#community#news#fundingCommunity
- Ascend NPU fork of the Laya decision checkpoints that answers Jev-style Choice, Score and Noul questions in a single forward pass on Huawei 910B hardware. It reports 37-47 ms median for a four-question request, 33.8x-70.9x faster than one container CPU thread.Jev Models & Reimplementations#community#ascend-npu#decision-modelCommunity
zzhdbw/laya-AscendPython
- Describe a startup idea and Jev returns KILL IT, FIX IT, or SHIP IT from one request of ten scored questions, with goal-weighted scoring and a SQLite archive.Jev Cookbooks#community#typescript#demoCommunity
monteduro/killmyideaTypeScript
Jev articles
Original guides that mention Decision Model.
Jev takes text only; Clef-omni adds image, audio, and video input and Liquid d1 adds images, each keeping the same typed-answer shape. Where that matters, where it does not, and the costs the vendors underplay.
Jev Models & Reimplementations#multimodal#open-models#decision-model
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One model in September, a dozen by October. Clef, Liquid d1, Perplexity, and OpenAI all ship the same typed-answer shape now. How to read the rival benchmarks and pick on your own task.
Jev Models & Reimplementations#decision-model#benchmarks#pricing
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