Great article. The biggest takeaway for me is that verification is becoming more important than generation. Most discussions around AI coding focus on model quality, but the Research → Review → Production pattern highlights how much value comes from structured validation rather than smarter prompts.

The production loop section was especially interesting because code analysis alone rarely reflects how systems behave in the real world. Looking forward to seeing the performance data and attack simulations from future posts.