vev
Jev-like decision models that can also see images — open weights on Qwen3.5, run on your own GPU
This is 1 of 255 launches in decision model runtimes and tooling — see how it stacks up on momentum and crowding →
888 other launches read as similar to this one →
Details
- External ID
- 1397876964
- Source
- GITHUB
- Company
- —
- Product
- vev
- Website domain
- huggingface.co
- Launched
- Sept. 30, 2026
- Cohort
- —
- Upvotes
- 8
- Upvotes percentile
- 0.14358128740686454
- Tags
- classification, decision-model, jev, judgment-model, systemone, typesafe-jev, vision-jev, vision-language-model
- Fetched at
- Oct. 2, 2026, 1:02 a.m.
- Updated at
- Oct. 2, 2026, 1:02 a.m.
Enrichment
- Theme
- decision model runtimes and tooling
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- multimodal decision models for developers
- Manually corrected
- False
Could you build this?
No Training vision-language decision models with custom KL-anchoring requires novel ML research, bespoke decision datasets, and substantial GPU cluster compute that vibe coding cannot provide.
What it would actually take: Built using PyTorch, Hugging Face transformers, and distributed training frameworks like DeepSpeed or Megatron-LM to fine-tune Qwen 2.5/3.5 VL models. The critical challenges are designing the decision-space formulation, engineering multimodal trajectory datasets, and tuning KL-divergence penalty training to prevent policy collapse. This demands specialized PhD-level machine learning research expertise and significant multi-GPU compute budgets.
Competitors
Other products that read as similar to this one — 888 launches clear the similarity bar, closest 8 shown.
Attention rank: #686 of 889 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 334 days after the earliest competitor.
- tev1 · github · 2026-09-23 · 154 upvotes · similarity 0.77
- Qev · github · 2026-09-29 · 8 upvotes · similarity 0.69
- bev-train · github · 2026-09-27 · 39 upvotes · similarity 0.68
- autojev · github · 2026-09-19 · 28 upvotes · similarity 0.67
- open-spark-jev · github · 2026-09-20 · 15 upvotes · similarity 0.67
- Gutsy, a 0.8B Jev-compatible decision model that runs on your CPU · hn · 2026-10-01 · 8 upvotes · similarity 0.66
- jev-forge · github · 2026-09-19 · 24 upvotes · similarity 0.65
- open-alternative-jev · github · 2026-09-18 · 50 upvotes · similarity 0.62
Other launches for this product
- No other launches for this product.
Same idea, different domain
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