8 min read
8 min read
Why I Built STUDIO: Four Generations of AI Code Supervision
Four AI orchestration systems taught me that 19 agents produce more drift than 3 supervised ones. STUDIO adds confidence scoring and preference learning.
Automation
Every published analysis filed under this topic.
3 analyses
- 9 min read
9 min read
Building APL: An Autonomous Coding Agent for Claude Code
Build an autonomous coding agent that cuts context switches from 20 to 3 per feature using phased planning, ReAct execution, and persistent self-learning.
- 8 min read
8 min read
How APL Built a 99-Lighthouse Blog in 6 Sessions
An autonomous coding agent executed 47 stories across 6 epics, producing 4,200 lines of code and Lighthouse 99 performance with two hours of human input.
