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 coding agents are now part of the attack surface
Pwn2Own Berlin is testing Codex, Claude Code and Cursor. For teams adopting coding agents, the lesson is clear: treat the agent runtime as privileged software, not just a smarter editor.
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Kyluke McDougall 
The AI Act Is Also a Product Question
The current AI Act discussion on X is a reminder that companies should not treat AI compliance as a late legal cleanup. It starts with product architecture, data flows and responsibility boundaries.
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Kyluke McDougall 
Shadow AI: why companies need an inventory of AI-built apps
AI app builders make internal tools and prototypes visible very quickly. The real risk appears when nobody knows which apps exist, which data they touch and who owns them.
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Kyluke McDougall 
What Mozilla's Claude Mythos work teaches about AI security reviews
AI can help find security bugs faster. The business value comes from harnesses, reproducible tests, triage and release processes around the model.
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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 
The AI agent is not the product
Production-ready AI agents need more than a strong model. They need architecture around context, tools, permissions, validation and operations.
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Kyluke McDougall 
AI Agent Memory Is Now Part of Your Security Architecture
Persistent AI memory can make assistants more useful, but it also creates a new attack surface. Companies need clear rules for what agents remember, retrieve and trust.
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Kyluke McDougall