My Agent Found Real Improvements. The Statistics Still Killed the Promotion.

While making social media creatives for clients. AI tools design them fine now, but the output is one...

You are likely using Cursor wrong. Here is how to set boundaries for the AI so it stops hallucinating your architecture and starts delivering usable code.

The junior's pull request appeared fantastic. They had made clean commits, maintained a tidy...

A worked example of the frontmatter contract, and a short threat model for agents that are allowed to call tools.

Three real patterns for gating an agent before it does something irreversible, drawn from projects I built.

Here's a fact that surprises people new to Kubernetes and should genuinely alarm them a little: by...

Previously: 9 Bugs That All Looked Like a Working System · I Built an AI That Rewrites Its Own...

There is a ceiling on your test coverage and it is not technical. Running tests has been a solved...

My publish-pass agent hit a beat that no source label could satisfy — every relabel that cleared one automated gate tripped another, provably, by arithmetic. The fix wasn't to relabel harder; it was a recorded, attributable waiver, reserve…

I run Claude Code across eleven projects at the same time. Not eleven files. Eleven separate...