AI Development Workflows
We replace ad-hoc AI usage with a repeatable cycle: Research, Plan, Implement. Every non-trivial feature starts with a documented analysis phase before any code is written. A sub-agent validates the plan for gaps and scope creep. Implementation runs phase by phase, with human sign-off at each checkpoint.

