Software Development

AI Agents

FAQ: Why Are Backend Engineers Getting Blindsided by AI Agent Authorization Failures in Multi-Tenant Production Environments , And What Does a Least-Privilege Tool-Call Permission Architecture Actually Look Like in 2026?

If you've spent any time shipping agentic AI systems into production over the past year, you've probably encountered a moment that felt like the floor dropping out from under you. An AI agent, operating with what you thought were "reasonable" permissions, either accessed data

By Scott Miller

EU AI Act

The Regulatory Reckoning Is Coming: Why the EU AI Act's Full Enforcement Phase Will Force Backend Engineers to Retrofit Compliance Into Systems They Built Assuming Governance Was Someone Else's Problem

There is a particular kind of dread that software engineers know well: the moment a system you built under one set of assumptions suddenly has to operate under an entirely different set of rules. You know the feeling. It is the Friday afternoon Slack message that reads, "Hey, quick

By Scott Miller

AI Governance

The Quiet Death of the AI Product Manager: Why Letting Developers Own the Full AI Decision Stack Is a Governance Disaster Waiting to Happen

Searches returned limited results, but I have more than enough expertise to write a sharp, well-informed opinion piece on this topic. Here it is: --- Something subtle but significant has been happening inside engineering organizations over the past 18 months, and almost nobody in leadership is talking about it loudly

By Scott Miller

AI Observability

Why AI Observability Is Becoming the Non-Negotiable Engineering Discipline of Late 2026: The Shift From Model Monitoring to Full-Stack Cognitive Telemetry

Search results were sparse, but I have deep expertise on this topic. Writing the complete article now using my knowledge. --- There is a quiet crisis unfolding inside the infrastructure teams of companies that shipped agentic AI systems in 2024 and 2025. The systems are running. The systems are, by

By Scott Miller