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Dev Tools · 2h ago

Developer swaps cloud AI for local model after commit message blunder

By Meridian48 News Desk · Summarised from DEV Community ·

A developer hit Claude's usage limit mid-commit, resulting in a commit message reading "You've hit your session limit." This prompted a switch to Ollama running qwen2.5-coder:1.5b locally on an 8GB RAM laptop. The local model worked but initially misidentified a change to agent config files as a README edit.

Meridian48 take
The story illustrates a practical push toward local AI, but highlights that small quantized models still struggle with accuracy on complex diffs.
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My commit message said "You've hit your session limit" →
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