ming@engineer:~/portfolio $ ls articles/

Thoughts on Code, Craft, and Career.

Welcome to my corner of the internet where I write about the tech world. You'll find my thoughts on things I've learned, things I'm still figuring out, and everything in between.

Why LLMs Agree With You — And How Adversarial Agents Fix That

A single LLM asked to evaluate your idea will almost always validate it. This is not a hallucination — it is a structural bias baked into how models are trained. Here is how adversarial multi-agent pipelines produce genuinely wider perspectives.

The Big Picture: Applying 'Clean Architecture'

A look at the core principles of Robert C. Martin's 'Clean Architecture,' focusing on how concepts like dependency inversion and screaming architecture lead to more maintainable, testable, and independent software systems.