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Agentic CUDA Kernel Optimizer

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Hello; I was working on optimizing some CUDA kernels and I thought may be it is a good oppurtunity learn langgraph as well. I created a simple C++ CUDA Test Harness and handed that to AI agents. They can run kernels, get benchmarks, and even can profile via nsight

HN · launched Sep 25, 2026 · 37 upvotes (top 18%) · 0 views

Niche: gpu infrastructure and developer tools · 129 launches, 7 in the last 7 days ▼ -30% · Explore this niche →

Category and tags

  • Horizontal
  • Dev tools
  • Developer
  • AI-native
  • Hobby / open-source project

Visit website ↗ Source listing ↗

Could you build this?

Yes It is a developer automation script using LangGraph to compile C++ CUDA code, execute Nsight benchmarks via CLI, and iterate based on stdout logs.

Discussion

9 comments analyzed.

Competitors mentioned: Claude Code, Codex, autoresearch

Concerns raised: AI gaming correctness tests, Proving faster kernels do not break correctness, Handling regression testing across kernel variants, Doubt over advantage versus a single LLM prompt

Competitors

Other products that read as similar to this one : 395 launches clear the similarity bar, closest 8 shown.

Attention rank: #77 of 396 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 331 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.