I'm Scott Drake. I write software and teach leadership, but what I really do is study complex things and turn those insights into systems anyone can use. This site is where I share past and current work.
For the last two months I've been studying how the teams who actually do this (Anthropic, OpenAI, and a handful of others) get to 100% AI-written code. Code that ships, written end-to-end by agents. I've also built my first working versions.
The first thing I learned: it's not about a better model...
A custom software project that cost $500,000 two years ago can be done for $100,000 today by a small team using AI.
The bad: Product companies with 100-person teams will likely scale down to 30, unless they have a deep backlog they want to work through.
The good: A whole set of projects that w...
Last week I posted about the mental and physical toll of AI-intensive coding sessions.
- Running three+ terminals at once
- Twelve-hour days that feel productive until they don't
- The disappearing gaps where your brain used to recover
I started calling it AI exhaustion. Turns out there's...
Last week, I could feel myself breaking down mentally and physically from AI coding sessions.
With Claude Code, I regularly run 3+ sessions at a time. When I finish giving instructions to one, another is waiting. The gaps between tasks where I'd normally get a mental and physical break don't exist...
Twelve hours. That's how long it took to build a feature that would have been two to three weeks of work six months ago.
Not a prototype. Not a proof of concept. A report generation system that requires research and analysis spread across multiple LLM calls, plugged into an existing module with es...
The most important skill in AI-assisted development isn't prompting. It's management.
I spent this week building agents, shipping code with agents, and cleaning up after agents. And the pattern that kept showing up had nothing to do with the technology. It was the same pattern I've been teaching i...
