AI setup for software engineers: My 5-part system

Building an effective AI coding setup isn't about picking the right model or editor — those are easy to swap. The real work is constructing the system around the agent: durable project context, reusable procedures, isolated workspaces, explicit task state, and evidence loops. This framework lets engineers shift from writing code to orchestrating agents while staying in control of decisions that actually matter.