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An agent unlocked his GPU on an old kernel and made training 6 percent faster

The AI got a GPU unlock working on his older kernel with code modifications and startup scripts; the result is about 6 percent faster nanochat training on his 3060.

How it works

  1. The agent gets a GPU unlock working on his older kernel with code modifications and startup scripts
  2. The result is about 6 percent faster model training on his card

Why it’s worth knowing

Six percent forever beats sixty percent once.

Where it’s from

Summarized from a public post on news.ycombinator.com. See the original ↗

Upgraded prompt

A ready-to-use prompt for this idea, built from research on what makes AI agents do the job right: who the AI should be, the exact steps, and a check to make sure it was done the way you wanted.

1Who the AI should be
2The prompt, with the steps
3The check when it’s done
Upgraded prompts are coming soon.

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Every idea is a real post from someone who tried it, summarized in our words, with a link to the original. App names are swapped for plain words.