StartLux-Decision
Typed decision models from 0.8B to 35B-A3B, over text and images with a 256K-token context. Every question comes back with a probability for each option.
Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.
Want to reach these readers? Sponsor an issue.
GITHUB · launched Sep 29, 2026 · 130 upvotes (top 6%) · 15 views
Niche: large language models · 191 launches, 4 in the last 7 days ▼ -33% · Explore this niche →
Category and tags
- Horizontal
- Analytics & BI
- B2B
- AI-native
- Commercial product
Visit website ↗ Source listing ↗
More like this: all 191 launches in large language models →
Could you build this?
No Training or fine-tuning typed decision foundation models from 0.8B to 27B parameters with calibrated output probability distributions requires substantial GPU clusters, specialized datasets, and deep ML research expertise.
What it would actually take: The project requires training or instruction-tuning multiple model scales (0.8B to 27B) using custom loss functions designed for probability calibration over structured discrete option outputs (constrained decoding or custom logit heads). The hard parts include curating massive high-quality multi-choice decision datasets, distributed training runs (Megatron-LM, DeepSpeed) across multi-node GPU clusters, and rigorous probability calibration (e.g., conformal prediction or temperature scaling). Significant ML research, compute budgets, and distributed systems engineering are mandatory.
Competitors
Other products that read as similar to this one : 159 launches clear the similarity bar, closest 8 shown.
Attention rank: #29 of 160 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 327 days after the earliest competitor.
- AnyDecisionModel · github · 2026-09-21 · 9 upvotes · similarity 0.56
- ej · ph · 2026-10-10 · 64 upvotes · similarity 0.55
- jev-benchmarks · github · 2026-09-17 · 15 upvotes · similarity 0.52
- MagibuMizan · github · 2026-09-26 · 9 upvotes · similarity 0.51
- AnyJev · github · 2026-09-21 · 648 upvotes · similarity 0.50
- jevcache · github · 2026-09-18 · 71 upvotes · similarity 0.50
- reflex · github · 2026-09-17 · 101 upvotes · similarity 0.49
- open-jev-typed-decision-engine · github · 2026-09-19 · 43 upvotes · similarity 0.49
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.