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Perspectives, field notes, and guides on the engineering behind AI-native systems in regulated enterprise. Written for engineering and product leaders at UK banks, insurers, and fintechs.

Perspectives

Opinionated writing on enterprise AI, agentic systems, and the architectural decisions that decide whether AI ships or stalls.

Field notes

Short, specific accounts from live engagements: what worked, what surprised us, what we changed our minds about.

Guides

Occasional longer pieces: playbooks, evaluation frameworks, and reference architectures for regulated environments.

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