Notes on AI specifications, process automation, and AI implementation.
Classic spec formats were written for human readers who tolerate ambiguity. AI agents don't. They fill gaps on their own. A look at the four ANSS mechanisms that close that gap.
Read → also published on Dev.toClassic spec formats weren't built for AI agents. ANSS gives both humans and coding agents a shared, unambiguous language. On the author's own projects, iteration cycles dropped from 5–7 to 2–3.
Read → also published on HashnodeA short note on where ANSS came from and what changed in the author's work after adopting it: on his own projects, iteration cycles with an agent dropped from 5–7 to 2–3.
Read → also published on Dev.to · HashnodeDescribe what's happening in your department in a couple of sentences. You'll get an honest answer on whether it's worth doing and where to start.
Write →