LLM2Jev
Turn local language models into Jev-style structured decision models. Get results from text and images with prefill alone—no token-by-token decoding required.
Details
- External ID
- 1377047791
- Source
- GITHUB
- Company
- —
- Product
- LLM2Jev
- Website domain
- github.com
- Launched
- Sept. 19, 2026
- Cohort
- —
- Upvotes
- 248
- Upvotes percentile
- 0.9722008711247758
- Tags
- —
- Fetched at
- Sept. 23, 2026, 5:02 p.m.
- Updated at
- Sept. 23, 2026, 5:02 p.m.
Enrichment
- Theme
- decision model runtimes and tools
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- adapter turning local llms into structured decision engines
- Manually corrected
- False
Could you build this?
Partial While standard LLM generation is easy, hacking the model's KV cache and logits engine to perform purely prefill-only binary structured evaluation requires low-level transformer engine manipulation.
What it would actually take: The architecture requires hooking directly into local inference engines (such as llama.cpp or custom PyTorch/vLLM forks) to evaluate target logprobs directly from single-pass prefill states without autoregressive decoding tokens. The difficult part is accurately mapping arbitrary structured schemas (Choice, Score) to constrained vocabulary logit distributions and handling calibration. This demands specialized knowledge of transformer internals, KV caching, and logit-level inference hacking.
Competitors
Other products that read as similar to this one — 1373 launches clear the similarity bar, closest 8 shown.
Attention rank: #55 of 1374 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 325 days after the earliest competitor.
- jev-forge · github · 2026-09-19 · 24 upvotes · similarity 0.72
- vllm-jev · github · 2026-09-24 · 72 upvotes · similarity 0.71
- jevbench · github · 2026-09-19 · 101 upvotes · similarity 0.70
- openjev · github · 2026-09-16 · 19 upvotes · similarity 0.70
- litjev · github · 2026-09-17 · 36 upvotes · similarity 0.70
- AnyJev · github · 2026-09-21 · 648 upvotes · similarity 0.69
- jeeves · github · 2026-09-29 · 332 upvotes · similarity 0.68
- jev_nx · github · 2026-09-21 · 8 upvotes · similarity 0.68
Other launches for this product
- No other launches for this product.
Same idea, different domain
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