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JEV-CPU

Run SemIf (Jev-style semantic-if decisions) on a CPU — no GPU. Reads typed option probabilities straight from an open model in one forward pass, plus a web UI.

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GITHUB · launched Sep 19, 2026 · 18 upvotes (top 43%) · 0 views

Niche: llm inference engines · 133 launches, 4 in the last 7 days ▼ -33% · Explore this niche →

Category and tags
  • Horizontal
  • Model & infra
  • Developer
  • AI-native
  • Hobby / open-source project
  • cpu
  • decision-making
  • jev
  • llm
  • nli
  • qwen
  • +5 more

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More like this: all 133 launches in llm inference engines →

Could you build this?

Partial The web interface and application wrapper are easily built, but extracting typed option probabilities in a single CPU forward pass requires deep technical knowledge of transformer logit outputs and vocabulary projection.

What it would actually take: A functional implementation requires binding a lightweight CPU runtime like GGML/llama.cpp to a Python or Rust server. The complex piece is modifying the transformer decoding pipeline to extract and normalize logits across discrete choice tokens in a single pass without performing autoregressive rollouts. This requires an ML engineer experienced in transformer logit mechanics, CPU SIMD vectorization, and constrained sampling.

Competitors

Other products that read as similar to this one : 262 launches clear the similarity bar, closest 8 shown.

Attention rank: #159 of 263 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 242 days after the earliest competitor.

  • Jev by Typesafe · ph · 2026-09-18 · 10 upvotes · similarity 0.54
  • Jev Model · ph · 2026-10-05 · 1 upvotes · similarity 0.52
  • awesome-jev · github · 2026-09-18 · 106 upvotes · similarity 0.51
  • Jev · ph · 2026-09-21 · 281 upvotes · similarity 0.50
  • open-jev-typed-decision-engine · github · 2026-09-19 · 43 upvotes · similarity 0.50
  • Jev AI — Jev Model Online · ph · 2026-09-22 · 1 upvotes · similarity 0.49
  • go-jev · github · 2026-09-23 · 35 upvotes · similarity 0.48
  • JevStation · ph · 2026-10-13 · 10 upvotes · similarity 0.48

Related data

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