Blog
Notes on agentic AI, open source and digital sovereignty. I make things measurable and hands-on, data-driven and actionable.
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Your Most Valuable Context Retires by 2039
Most AI projects index the documents. The knowledge that decides whether the output is right leaves with the people who never wrote it down.
3 min read
31%of the workforce13.4 million people in Germany pass retirement age by 2039 (Destatis)
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95% of AI Pilots Fail the Same Way: Tools-First
MIT found almost no company with measurable returns from generative AI. The models were not the problem. The order of change was.
3 min read
95%of companiessee no measurable P&L impact from generative AI (MIT NANDA, 2025)
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Stop Asking If 97 Is Prime: This Is the Era of Harnesses
The prime-number test is a 2023 artifact. In 2026 the value sits in the system around the model, and that system can be measured.
5 min read
+13.7pointsTerminal-Bench 2.0, same model, only the harness changed
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