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.
Details
- External ID
- 1376904097
- Source
- GITHUB
- Company
- —
- Product
- JEV-CPU
- Website domain
- github.io
- Launched
- Sept. 19, 2026
- Cohort
- —
- Upvotes
- 18
- Upvotes percentile
- 0.5655905713553676
- Tags
- cpu, decision-making, jev, llm, nli, qwen, semantic-if, semif, transformers, web-ui, zero-shot-classification
- Fetched at
- Sept. 23, 2026, 5:02 p.m.
- Updated at
- Sept. 23, 2026, 5:02 p.m.
Enrichment
- Theme
- local AI inference and runtimes
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- decision inference engine for cpu-based language models
- Manually corrected
- False
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 — 191 launches clear the similarity bar, closest 8 shown.
Attention rank: #128 of 192 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 171 days after the earliest competitor.
- Jev by Typesafe · ph · 2026-09-18 · 10 upvotes · similarity 0.53
- awesome-jev · github · 2026-09-18 · 106 upvotes · similarity 0.50
- Jev · ph · 2026-09-21 · 281 upvotes · similarity 0.49
- open-jev-typed-decision-engine · github · 2026-09-19 · 43 upvotes · similarity 0.49
- Jev AI — Jev Model Online · ph · 2026-09-22 · 1 upvotes · similarity 0.48
- go-jev · github · 2026-09-23 · 35 upvotes · similarity 0.46
- open-jev · github · 2026-09-20 · 33 upvotes · similarity 0.46
- OpenJev · github · 2026-09-20 · 27 upvotes · similarity 0.46
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a model & infra tool for Fintech yet.