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.
K
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.
K
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.
K
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.
K
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.
K
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.
K
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.
K
Kyluke McDougall 
Claude Design Makes Prototypes Cheap. Product Thinking Still Matters.
Claude Design can turn prompts, files, and brand systems into prototypes, decks, and visual assets. The value is real — but teams still need clear intent, design discipline, and human ownership.
K
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.
K
Kyluke McDougall