AI Won't First Take Your Job. It Will Take Your Execution Layer.
A companion essay on why AI's near-term impact may first appear as compressed execution work, narrower entry-level paths, and weaker labor leverage.
automation
3 public items tagged automation.
Use Labels, Branches, and Comments as an AI Engineering State Machine
Shows how GitHub labels, branches, and comments can become an AI engineering state machine that keeps issue repair work observable and controllable.
Codex workbench
A local-first workflow for turning project folders, notes, scripts, and code into durable outcomes.