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 Insights
Insights
Thoughts on software, business, and building things that matter
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 
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 
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 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 
Before an AI-built app goes live, it needs a security check
Tools like Lovable, Replit and similar platforms make web apps visible quickly. Before customer data, real users or internal workflows are involved, teams need a clear production and security handover.
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Kyluke McDougall 
AI Agents Need More Than Login Credentials
Once AI agents can use tools, APIs and internal systems, authentication is not enough. Companies need clear execution rights, approvals and auditability.
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Kyluke McDougall 
AI Coding Agents Need Guardrails, Not Blind Approval
AI agents can accelerate software delivery. In production workflows, they also need scoped permissions, reviews, tests, logs, and operating rules.
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Kyluke McDougall 
When 130 SaaS tools become an architecture problem
SaaS sprawl, shadow IT and API chaos are not just IT housekeeping. They shape security, operations, data quality and the speed of the business.
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Kyluke McDougall