In-house and external teams both have blind spots. Outside pressure keeps the pace honest.
Requirements tested, priorities questioned, ambiguous work stopped before it becomes rework.
Teams that learn their system should deliver more each month. Flat velocity is a symptom.
Patterns the next developer can read and extend. No code only one person understands.
Decisions and trade-offs written where the work lives. Handover-ready from day one.
AI accelerates scaffolding, tests, and docs with agentic workflow.

