I run a small local model — Qwen3. 5 4B via Ollama — as one deterministic-checked step inside some tooling. This is what still reproduces today, on named versions, with the scripts to check it yourself.

Source: [Dev.to](https://dev.to/ahmadammar/small-local-models-what-actually-holds-up-when-you-re-run-the-measurement-5590)

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