bev-train
Training Jev-like decision models using Qwen3 with choice-order invariance
Details
- External ID
- 1390453600
- Source
- GITHUB
- Company
- —
- Product
- bev-train
- Website domain
- github.com
- Launched
- Sept. 27, 2026
- Cohort
- —
- Upvotes
- 34
- Upvotes percentile
- 0.7499359467076607
- Tags
- —
- Fetched at
- Sept. 30, 2026, 5:02 p.m.
- Updated at
- Sept. 30, 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
- training framework for choice-order invariant decision models
- Manually corrected
- False
Could you build this?
No Research and training of behavioral decision models with choice-order invariance using custom fine-tuning loss functions demands deep ML research background.
What it would actually take: The project requires PyTorch, Hugging Face Transformers, and PEFT/LoRA setups to fine-tune Qwen models using specialized loss formulations that penalize permutation sensitivity across decision options. The difficult part is formulating mathematically sound loss constraints, designing unbiased synthetic permutation datasets, and evaluating behavioral game-theoretic outcomes. This requires an academic or industrial machine learning research scientist.
Competitors
Other products that read as similar to this one — 741 launches clear the similarity bar, closest 8 shown.
Attention rank: #214 of 742 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 331 days after the earliest competitor.
- tev1 · github · 2026-09-23 · 154 upvotes · similarity 0.80
- autojev · github · 2026-09-19 · 28 upvotes · similarity 0.73
- jeeves · github · 2026-09-29 · 332 upvotes · similarity 0.69
- jev-forge · github · 2026-09-19 · 24 upvotes · similarity 0.67
- LLM2Jev · github · 2026-09-19 · 248 upvotes · similarity 0.66
- vllm-jev · github · 2026-09-24 · 72 upvotes · similarity 0.65
- NanoJev · github · 2026-09-17 · 1768 upvotes · similarity 0.65
- jevbench · github · 2026-09-19 · 101 upvotes · similarity 0.64
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.