6 posts
"It feels faster" isn't a metric. "The vibes are good" doesn't pass an audit. Here's how to actually prove your AI-assisted workflow is working — with numbers, not feelings.
An AI wrote 200 lines of auth code in 45 seconds. Three weeks later, the security audit found a deprecated library, a race condition, and tokens stored in localStorage...
OpenSpec, Spec-Kit, BMAD, Superpowers — the framework landscape is exploding. I've used them all across real projects. Here's which one actually deserves your time, based on how you work.
Ask your PM and your lead dev to describe the sprint goals. If you get two different answers, no amount of CLAUDE.md magic will save you. Context engineering is a team sport — here's how every role plays.
One file in your project root. Ten minutes to set up. The difference between an AI that knows your codebase and one that thinks every project uses Redux. Here's the exact setup for Claude Code, Cursor, Windsurf, and Copilot.
You've typed your tech stack into Claude for the 47th time this month. There's a name for what you should be doing instead — and it changes everything about how you work with AI.