AI Dev
section

Doing it well

Use human gates, safe configuration, focused context, evidence, usage signals, and rollback points throughout either project.

Open these pages when a project needs the practice. They are not an entrance exam.

PracticeUse it when
Approval gatesAn action changes code, data, external systems, or production
Secrets and environment variablesA project needs credentials or per-environment configuration
Context engineeringAn agent is guessing, wandering, or reading too much
Evals and evidence“It seems to work” is not enough
Cost and observabilityA feature consumes model or third-party resources
Stop, rollback, and maintainA change should ship, pause, or be reversed