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Architecture notes

Short, practical writing on AI architecture, platform delivery, and the work that turns pilots into production systems.

The deadline moved. Your risk didn't.

The EU is postponing the AI Act's high-risk obligations by up to 16 months. Why guardrails, traces, and evals still don't belong back in phase 2: the delay pauses neither liability nor GDPR nor MDR.

AI liability is an architecture problem

Why chatbot output in customer-facing processes can't be treated as a side effect: an OLG Hamm ruling shows that guardrails, source grounding, human-in-the-loop, traces, and evals don't belong in phase 2.

The gap between agentic AI and enterprise reality

What roughly 40 self-built tools reveal about the real AI adoption gap: the bottleneck isn't the model, it's problem understanding, ownership, governance, measurability, and controlled execution.