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 Insights
Insights
Thoughts on software, business, and building things that matter
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 
More AI coding capacity is not the same as more delivery capacity
Claude Code limit increases and production-agent adoption are a useful signal. The next bottleneck for serious teams is not generation speed, but product judgement, architecture, review and operations.
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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 
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