Articles
Perspectives on enterprise AI, agentic systems, and software engineering transformation.
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AI Hallucinates Into Gaps: Why Requirements and Design Are the Guardrails That Matter Most
After building production systems with AI agents, one lesson is clear: AI doesn't hallucinate randomly — it hallucinates into the gaps you left. Here's what that means in practice.
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The Hidden Driver of Complexity in Banking: Org Structure
After ten years leading digital transformation inside a major regional bank, the most underestimated driver of complexity isn't the technology — it is organisational structure. A practitioner's perspective on Conway's Law, product model pitfalls, and what real transformation actually requires.
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AI-Native Software Engineering: The Next Evolution of Enterprise Development
AI is not just another productivity tool — it is reshaping the economics of understanding, building, and modernizing enterprise software.