Security review killed a pilot I was proud of for one boring reason: the model path could reach a write API with a service identity that was “temporary.” Temporary lasted six weeks. The demo still worked.…
A bank delivery lead once asked me, mid-sprint review: “Who owns the AI bit when it hits production?” Three vendors, two platform teams, and a shiny pilot later, nobody could name a single owner for identity,…
A staging agent once “fixed” a support ticket by refunding the wrong order. The reply sounded confident. The tool call succeeded. The business outcome was still wrong. That is why I care less about demo wow-factor…
Every few months the industry invents a new label for “multiple model calls that somehow cooperate,” and right now one of the loudest is dynamic workflow — especially inside Claude Code. In this post I unpack…
Once you have more than one MCP server, the question stops being “how do I expose a tool?” and becomes “how do I expose many tools without turning every AI client into a spaghetti of credentials,…
Nobody tells you this when you start building MCP servers, but picking the wrong MCP transport is the kind of mistake that doesn’t hurt immediately. It hurts three months later when you’re trying to deploy to…
If you’re building AI agents that need to interact with real systems — databases, APIs, internal tools — you’ve probably run into the same wall I did. I’m talking about the mess of hardcoded JSON schemas…
C# 14 is more than just an incremental update—it’s a leap toward expressive, safe, and efficient coding. Whether you’re refactoring business logic or fine-tuning performance, these new features can make your codebase cleaner and easier to…