WAIT: Why did my AI Agent keep ignoring one simple rule?
The agent understood the rule, repeated it back and then used the faster bypass again. The fix was not a stronger prompt; it was turning important rules into constraints.
Blog
Thoughts on GenAI, APIs, .NET, and engineering leadership.
SHAPE: The Bottleneck Moved
GPT-5.6 made a plausible UI prototype arrive quickly. SHAPE became my checklist for deciding whether the product idea deserved that shape at all.
BENCH: The Smaller Model Won
How I stopped judging an AI skill by vibes, built a repeatable evaluation harness, and found that the smaller model won the benchmark.
SMOKE: The Health check was green. That was the Problem.
A reflective look at using AI to turn production smoke testing from a risky manual checklist into a repeatable, evidence-based workflow.
REFACTOR with AI: From Feature Folders to a Modular Monolith
How I used AI to restructure a real .NET codebase into a modular monolith without turning it into microservices, over-engineering the architecture, or trusting AI blindly.