openJev-verdict-2.0
Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE)
Details
- External ID
- 1377115777
- Source
- GITHUB
- Company
- —
- Product
- openJev-verdict-2.0
- Website domain
- github.io
- Launched
- Sept. 19, 2026
- Cohort
- —
- Upvotes
- 276
- Upvotes percentile
- 0.9751473225723802
- Tags
- agentic-ai, brier-score, calibration, decision-engine, deep-learning, encoder, jev, machine-learning, modernbert, non-autoregressive, onnx, openjev, rlcd, selective-prediction, structured-outputs, system-one, text-classification, typesafe-ai, uncertainty-quantification, webgpu
- 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
- non-autoregressive decision model for structured outputs
- Manually corrected
- False
Could you build this?
No This project is a custom-trained, non-autoregressive neural network decision model requiring specialized ML research, architecture design, and specific calibrated benchmark training.
What it would actually take: Building this requires designing a custom 151M-parameter non-autoregressive transformer or BERT-style architecture, curating a specialized dataset of typed decision trees, and training it using PyTorch with calibration loss functions (temperature scaling, Brier score optimization). This requires deep machine learning research expertise, GPU compute clusters, and non-autoregressive decoding theory.
Competitors
Other products that read as similar to this one — 410 launches clear the similarity bar, closest 8 shown.
Attention rank: #29 of 411 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 319 days after the earliest competitor.
- Verdict-open-jev · github · 2026-09-17 · 63 upvotes · similarity 0.69
- open-jev-typed-decision-engine · github · 2026-09-19 · 43 upvotes · similarity 0.69
- open-alternative-jev · github · 2026-09-18 · 50 upvotes · similarity 0.61
- system-one-open · github · 2026-09-17 · 25 upvotes · similarity 0.61
- jev-benchmarks · github · 2026-09-17 · 15 upvotes · similarity 0.60
- jevbench · github · 2026-09-19 · 101 upvotes · similarity 0.60
- von · github · 2026-09-18 · 455 upvotes · similarity 0.60
- JevBench, a reproducible benchmark for typed decision models · hn · 2026-09-22 · 149 upvotes · similarity 0.58
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.