dev-0.4b
Dev (dev-0.4b): a 0.4B bidirectional decision model on ModernBERT-large for routing, yes/no verification, and 1-5 rating. Non-generative single forward pass with calibrated confidence.
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GITHUB · launched Sep 21, 2026 · 39 upvotes (top 22%) · 0 views
Niche: machine learning developer tools · 303 launches, 11 in the last 7 days ▼ -45% · Explore this niche →
Category and tags
- Horizontal
- Model & infra
- Developer
- AI-native
- Hobby / open-source project
Visit website ↗ Source listing ↗
More like this: all 303 launches in machine learning developer tools →
Could you build this?
No Training and calibrating a novel 0.4B bidirectional decision transformer model on ModernBERT requires deep machine learning research, pretraining/fine-tuning pipelines, and curated datasets.
What it would actually take: Building this requires a PyTorch training pipeline using Hugging Face Transformers or Megatron-LM, specialized contrastive/classification head architectures, and a large custom labeled dataset for routing and verification. Expertise in model pre-training, temperature scaling/probability calibration, and high-throughput GPU cluster compute (H100/A100s) is strictly required.
Competitors
Other products that read as similar to this one : 116 launches clear the similarity bar, closest 8 shown.
Attention rank: #41 of 117 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 322 days after the earliest competitor.
- Nimble · ph · 2026-10-14 · 80 upvotes · similarity 0.44
- nagi · github · 2026-09-23 · 10 upvotes · similarity 0.42
- StartLux-Decision · github · 2026-09-29 · 130 upvotes · similarity 0.42
- devconnect · github · 2026-09-25 · 15 upvotes · similarity 0.42
- Verdict-open-jev · github · 2026-09-17 · 63 upvotes · similarity 0.42
- jev-benchmarks · github · 2026-09-17 · 15 upvotes · similarity 0.40
- devsubnet.com · ph · 2026-09-19 · 1 upvotes · similarity 0.40
- Gutsy, a 0.8B Jev-compatible decision model that runs on your CPU · hn · 2026-10-01 · 9 upvotes · similarity 0.39
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