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 
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 
The AI Prototype Is Not the Product Yet
AI tools make ideas visible faster. The path from demo to production software still needs architecture, operations, and responsibility.
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Kyluke McDougall 
Architecture Before Automation
AI-assisted development scales reliably only when system boundaries, data models, and operating rules are clear first.
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Kyluke McDougall 
Code is Cheap. Software Is Still Expensive.
AI lowers the cost of generating code, but architecture, operations, security, and long-term ownership still determine the real cost of software.
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Kyluke McDougall