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Mercury 3

The diffusion LLM that scaled 40x without slowing down

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Mercury 3 is the most capable diffusion LLM released to date. It outperforms GPT-6 Luna and Claude Haiku 5.5 while running 4–8x faster at 1,000+ tokens per second.

PH · launched Oct 22, 2026 · 112 upvotes (top 1%) · 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
  • API
  • Artificial Intelligence
  • Development

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Could you build this?

No Mercury 3 is a new diffusion-based language model whose performance comes from novel architecture research and very large-scale pretraining, not from application code.

What it would actually take: Building a comparable model requires research in discrete diffusion language modeling, a large curated pretraining corpus, and a multi-thousand-GPU training cluster with inference kernels optimized for throughput. This is frontier ML research and infrastructure work that a solo builder cannot replicate with AI-assisted coding.

Competitors

Other products that read as similar to this one : 71 launches clear the similarity bar, closest 8 shown.

Attention rank: #5 of 72 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 306 days after the earliest competitor.

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.