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The state lives outside the model: how a desk pet knows you haven't talked to it in three days
I spent days tuning the prompt, and what actually moved accuracy was changing the model
Three layers, two problems: a GPU passthrough that stopped halfway
Three times it "looked configured": verify by reading the result, not by assuming
A backup you never restore is a big folder with a reassuring name

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Three layers, two problems: a GPU passthrough that stopped halfway
The device was in the container, the check confirmed it, and the app still couldn't see it. Because the app was running one layer further in. And once it could see it, it had no permission to open it.

September 1, 2026 3 min read

Ayyoub Amjahed — Java backend developer, IAM. Málaga.

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