An LLM cleaned a few thousand page titles in his search index, picked after a model shootout

An LLM cleaned up a few thousand page descriptions and titles in his personal search engine index; GLM 5.3 Flash chosen after a shootout between models.

How it works

He runs a shootout between models
The winner cleans up a few thousand page descriptions and titles in his personal search engine index

Why it’s worth knowing

The shootout matters: he picked the cleaner, not the famous name.

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

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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.