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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

OpenAI hacked Hugging Face

A pre-release OpenAI model autonomously compromised Hugging Face, while commercial model guardrails blocked the defenders trying to investigate it.

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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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