Speed was never the villain
AI delivery becomes dangerous when teams confuse producing more code with understanding the system they are creating.
Know what is real
Making repositories, environments, deployments, ownership and evidence understandable enough to operate confidently.
AI delivery becomes dangerous when teams confuse producing more code with understanding the system they are creating.
A proportionate checklist for understanding an AI-assisted application before adding more features or trusting it with important work.
practical
Source code is only one slice of operational reality, and treating it as the whole system creates dangerous blind spots.