AI-built internal tools are becoming shadow IT
AI makes internal tools faster to create. Without ownership, access control, review, and maintenance, those useful tools can quietly become unmanaged production systems.
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Kyluke McDougall 
AI Coding Agents Need Architecture They Can Read
AI-assisted development becomes safer when architectural decisions, constraints, and review rules live inside the codebase.
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Kyluke McDougall 
Design-to-code does not replace product judgement
AI tools like Lovable, Bolt, v0 and Replit make prototypes faster. For serious products, that increases the need for product judgement rather than reducing it.
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Kyluke McDougall 
When AI agents install packages, supply-chain security becomes architecture
AI coding tools speed up development. They also speed up the moment when compromised dependencies, scripts and credentials become production risk.
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Kyluke McDougall 
AI agents need more than AI Act checklists
The EU AI Act makes visible what strong software teams already need: inventories, boundaries, logs, review paths and clear responsibility for AI agents in real products and internal workflows.
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Kyluke McDougall 
Codex hooks show where AI coding is going
AI coding agents are becoming part of the delivery workflow. The teams that benefit most will not be the ones that trust them blindly, but the ones that put policy, review and operational controls around them.
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Kyluke McDougall 
Vibe coding is not a production strategy
AI tools can get a prototype running quickly. The serious work starts when customers, data, operations and future changes depend on it.
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Kyluke McDougall 
AI Agents Need Governance Before They Need Production Access
AI agents can be useful in real business workflows, but only when access, auditability, approval boundaries and accountability are designed before production rollout.
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Kyluke McDougall 
AI coding needs better specifications, not less architecture
The current spec-driven development discussion is a useful reminder: when AI makes implementation faster, unclear product intent becomes the expensive part.
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Kyluke McDougall