Optimize CUDA kernels
Community report: langGraph was leaned on to build a C++ CUDA test harness, which was afterward run by AI agents to obtain benchmarks and optimize the kernels powered by Nsight.
- Agent or tool
- Custom agent
- Topic
- Productivity
- Reported on
- Hacker News
- Added
- 2026-10-15
Why it matters
Small, repetitive tasks eat more of the week than anyone likes to admit. Cases like this show an agent taking a chore off someone's plate end to end, not just suggesting what to do. It is one of 196 sightings filed under Productivity on Agent Sightings (number 169 by interest), and one of 182 involving Custom agent.
How you could try it
Here is a reusable prompt, written by us in our own words, that captures the task. Paste it into your own agent or any similar agent and adjust the details to your situation.
Help me optimize CUDA kernels. Break it into steps, show your work, and wait for confirmation before anything irreversible, paid, or outbound.
Tip: Start small: run it once on a low-stakes example, read what the agent did, and only then let it run on real work.
Source
Read the original first-hand account on Hacker News: https://news.ycombinator.com/item?id=49842596. Our summary is a paraphrase; details are in the source.
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