There is a particular flavour of engineering dysfunction that looks, from the outside, like peak performance. Deployments are frequent. Sprint velocity is high. The feature backlog is shrinking. Leadership is pleased. And underneath all of it, the system is quietly rotting. Technical debt compounds with every rushed deployment. Observability gaps widen because nobody has time to instrument the new services properly. The on-call rotation gets noisier every month. But the velocity metrics keep climbing, so nobody sounds the alarm until something breaks badly enough that velocity stops being the conversation. I call this the velocity trap, and it is the most common failure mode in engineering organizations that have adopted DevOps practices without internalizing DevOps principles. The practices say: automate, deploy frequently, iterate fast. The principles say: build quality in, create feedback loops, continuously learn and improve. When you execute the practices without the principles, ...
Anthropic has launched Claude Security in public beta for Claude Enterprise customers. The tool gives security teams a way to scan entire codebases for vulnerabilities — and generate targeted patches — without the usual back-and-forth that slows down remediation. It’s a meaningful step forward for teams struggling to keep pace with the growing volume and complexity of security threats. And it signals where AI-assisted development is heading next. From Research Preview to Public Beta Claude Security isn’t brand new. Anthropic first released it as Claude Code Security in February, initially limited to Enterprise and Team customers. Since then, hundreds of organizations have used it in production, surfacing vulnerabilities that existing tools had missed — in some cases, for years. That real-world feedback shaped what’s shipping today. The public beta is now open to all Claude Enterprise customers globally. Access for Team and Max plan users is coming soon. How it Wo...