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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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A backup you never restore is a big folder with a reassuring name
I set up automatic backups for nine machines and everything showed green. The photo library, the only irreplaceable data, was left out. What gave it away was a backup that finished too fast.

August 30, 2026 4 min read

Ayyoub Amjahed — Java backend developer, IAM. Málaga.

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