The two key points:

• Meetings, interruptions, review delays, and slow CI pipelines cost more than AI saves. Individual productivity tools can’t fix organisational dysfunction.
• AI amplifies existing engineering culture. Strong quality practices get faster. Weak practices accumulate debt faster.