AI Agents
My LinkedIn strategy as code: building a multi-agent content pipeline
An eleven-file multi-agent pipeline for LinkedIn posts. How 0.18 percent engagement turned into a system that blocks weak hooks before they go live.
Nine Seconds to Data Loss: What the PocketOS Crash Teaches German Mittelstand
AI agent deletes PocketOS production database and all backups in 9 seconds. Three architectural lessons for German Mittelstand running AI agents.
The Burrito That Wrote Python: What Chipotle's Chatbot Taught German Mittelstand
Chipotle's Pepper chatbot wrote Python instead of selling burritos. Two AI governance lessons for CEOs and IT leaders in the German Mittelstand.
Claude Opus 4.6 Performance Decline: What Businesses Must Learn
Claude Opus 4.6 lost 67% thinking depth while users still pay $200/month. Vendor lock-in with AI tools: 5 concrete recommendations for mid-sized companies.
Context Rot in AI Agents: Why Quality Degrades
Context Rot makes AI coding agents unusable after 20 minutes. Here is how GSD (Get Shit Done) fixes it with multi-agent orchestration and context engineering.
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