Automation, intelligent workflows, and what happens when AI stops being a tool and starts being a collaborator. Practical observations from someone who builds with it every day.
I built a full-stack production application — React, FastAPI, Supabase, vector embeddings — without writing a single line of code. What that means for everyone who ever said "I'd need a developer for that."
Every failed build has the same root cause: someone started coding before they finished thinking. Nine stages. One document per stage. No code until the thinking is done.
Karpathy described the idea. Here is the exact implementation — folder structure, schema file, session prompts, and a domain starter kit for practitioners who build with AI.
Andrej Karpathy posted a GitHub Gist describing a folder structure. 16 million views. 5,000 stars. Here is what he actually said — and why it matters far beyond engineering.
Google Workspace is a full automation stack. Most businesses are sitting on it and don't know it. No new software. No extra subscriptions. No developers needed.