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Analysis grounded in practice.

Long-form thinking about AI-native and cloud-native systems, open source, sovereignty, and the choices that shape them.

Karsten Samaschke thinking with one hand resting near his chin

Know what leaves your repo

AI coding agents are useful, but once they can read a repo, run commands, see stack traces, and send context to a model, they become part of the data path.

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