My thoughts and notes
The Same Bug, Between Two Humans
I built acceptance criteria and approval gates to stop my agents drifting. Then I talked to freelancers and found the same bug running over WhatsApp.
The Bug With No Error Message
Why I stopped writing better prompts and adopted somebody else's standard instead.
What I Learned Making AI-Generated Code Actually Work
The real engineering lessons from making AI-generated full-stack code run reliably, cheaply, and with the right safety checks.
Building My Own Path