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Field notes2025-01-22 · Archive

Start small with models: three commit-message candidates

One user feeds a git diff into a script for three commit-message suggestions, then makes the final choice.

The takeaway

Let AI suggest options while a person checks accuracy.

The context

In a discussion of small language models, nozzlegear described a fish script that requests three messages for the current diff. They were still comparing models, but found several useful for this narrow task. The workflow supports a small, easily checked step rather than automatically committing code.

Steps worth trying

Editorial suggestions, not promises made by the original author.

  1. 01

    Choose an easily checked task such as commit messages or short summaries and save representative examples.

  2. 02

    Compare factual accuracy and editing effort, checking for omitted changes before committing.

Where this applies — and where it may not

This is a personal workflow, not a controlled model benchmark; exclude content that should not be sent to the model.

From the discussion

“usually I only use it to give me some ideas when my brain isn't working.”

@nozzlegear · View source

Ask HN: Is anyone doing anything cool with tiny language models?

@prettyblocks · 684 points · 346 comments

Read the Hacker News thread

Source: OpenIndex Hacker News dataset (ODC-By). Original content belongs to its authors. Summaries, translations, and suggested steps are AI-assisted editorial work. Read the sources; individual outcomes are not guarantees.