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Ornith 9B on a 16GB Mac mini: where a small model breaks

Jul 1, 2026

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5 min read

Ornith 9B on a 16GB Mac mini: where a small model breaks

One prompt, two model sizes, the same token budget. The 9B looped on an empty tool call 39 times and never wrote the file. The 35B wrote the whole thing on the first try. Here is what broke, why the model size was the cause, and what a 9B is actually good for.

Bartlomiej Slodyczka
Bartlomiej Slodyczka

Working Models

Weekly lab notes from my AI builds: what I tried, what actually happened. Configs and numbers kept in.

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