Naive-N0.5-Flash
Naive-N0.5-Flash is an open-weight 309B MoE model with 15.5B active parameters, built for coding and AI R&D.
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GITHUB · launched Sep 27, 2026 · 142 upvotes (top 6%) · 0 views
Niche: large language models · 191 launches, 4 in the last 7 days ▼ -33% · Explore this niche →
Category and tags
- Horizontal
- Model & infra
- Developer
- AI-native
- Commercial product
Visit website ↗ Source listing ↗
More like this: all 191 launches in large language models →
Could you build this?
No Training a 309-billion parameter Mixture-of-Experts (MoE) LLM requires millions of dollars in compute, specialized distributed training infrastructure, massive curated datasets, and deep machine learning research expertise.
What it would actually take: Training a 309B MoE model requires clusters of hundreds or thousands of high-end GPUs (e.g., H100s), frameworks like Megatron-LM or DeepSpeed, and specialized expertise in 3D parallelism (tensor, pipeline, and expert parallelism). The hard parts are compute resource management, stability at scale, custom synthetic dataset generation for coding, and routing optimization. A team of elite ML research engineers and massive cloud compute budgets are essential.
Competitors
Other products that read as similar to this one : 64 launches clear the similarity bar, closest 8 shown.
Attention rank: #10 of 65 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 195 days after the earliest competitor.
- Step 3.7 Flash · ph · 2026-05-30 · 183 upvotes · similarity 0.45
- Gemini 3.1 Flash-Lite · ph · 2026-05-16 · 168 upvotes · similarity 0.44
- collabosm · github · 2026-09-25 · 90 upvotes · similarity 0.43
- seedream-5-0-flash-api-ru · github · 2026-10-16 · 15 upvotes · similarity 0.42
- Gemini 3.7 Flash · ph · 2026-08-14 · 240 upvotes · similarity 0.41
- Gemini 3.6 Flash Family · ph · 2026-07-22 · 182 upvotes · similarity 0.41
- DeepSeek V4.1 Flash 1017 · ph · 2026-10-18 · 1 upvotes · similarity 0.40
- Step 5 Preview · ph · 2026-10-17 · 83 upvotes · similarity 0.39
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