AnyJev
Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating)
Details
- External ID
- 1379166549
- Source
- GITHUB
- Company
- —
- Product
- AnyJev
- Website domain
- pypi.org
- Launched
- Sept. 21, 2026
- Cohort
- —
- Upvotes
- 648
- Upvotes percentile
- 0.9920573917499359
- Tags
- calibration, decision-model, jev, jev-model, llm, system-one, transformers, vllm
- Fetched at
- Sept. 25, 2026, 5:02 p.m.
- Updated at
- Sept. 25, 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
- typed decision layer for any llm
- Manually corrected
- False
Could you build this?
Partial The library implements specific statistical and ML calibration research (cyclic-shift marginalization, label-free prior estimation, temperature scaling) requiring deep knowledge of probability calibration and LLM logit manipulation.
What it would actually take: The package requires a Python stack (PyTorch, Hugging Face Transformers) interacting directly with LLM forward passes and raw next-token logit distributions. The challenging aspect is deriving and implementing mathematically sound debiasing algorithms (removing token order bias and label priors) and evaluation metrics (Brier score, Expected Calibration Error, risk-coverage curves) without standard generative sampling.
Competitors
Other products that read as similar to this one — 931 launches clear the similarity bar, closest 8 shown.
Attention rank: #16 of 932 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 325 days after the earliest competitor.
- litjev · github · 2026-09-17 · 36 upvotes · similarity 0.82
- jevals · hn · 2026-09-20 · 47 upvotes · similarity 0.74
- rizzo-flow · github · 2026-09-21 · 455 upvotes · similarity 0.73
- jev-benchmarks · github · 2026-09-17 · 15 upvotes · similarity 0.73
- jevbench · github · 2026-09-19 · 101 upvotes · similarity 0.72
- AnyDecisionModel · github · 2026-09-21 · 9 upvotes · similarity 0.71
- jevcal · github · 2026-09-18 · 10 upvotes · similarity 0.69
- LLM2Jev · github · 2026-09-19 · 248 upvotes · similarity 0.69
Other launches for this product
- No other launches for this product.
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