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.
Details
- External ID
- 1378884933
- Source
- GITHUB
- Company
- —
- Product
- dev-0.4b
- Website domain
- github.com
- Launched
- Sept. 21, 2026
- Cohort
- —
- Upvotes
- 39
- Upvotes percentile
- 0.776325903151422
- Tags
- —
- Fetched at
- Sept. 25, 2026, 5:02 p.m.
- Updated at
- Sept. 25, 2026, 5:02 p.m.
Enrichment
- Theme
- ML inference and model optimization
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- bidirectional decision model for routing, verification, and rating
- Manually corrected
- False
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 — 43 launches clear the similarity bar, closest 8 shown.
Attention rank: #17 of 44 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 207 days after the earliest competitor.
- StartLux-Decision · github · 2026-09-29 · 13 upvotes · similarity 0.41
- devconnect · github · 2026-09-25 · 15 upvotes · similarity 0.40
- nagi · github · 2026-09-23 · 10 upvotes · similarity 0.40
- Verdict-open-jev · github · 2026-09-17 · 63 upvotes · similarity 0.39
- devsubnet.com · ph · 2026-09-19 · 1 upvotes · similarity 0.39
- jev-benchmarks · github · 2026-09-17 · 15 upvotes · similarity 0.37
- open-jev-typed-decision-engine · github · 2026-09-19 · 43 upvotes · similarity 0.37
- Compile-time model-id validation with declared capability · hn · 2026-05-26 · 6 upvotes · similarity 0.35
Other launches for this product
- No other launches for this product.
Same idea, different domain
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