The starting point: what AI can do out of the box, before any of your work shapes it.

• Understands textbook patterns but not your team's standards
• Trained on mixed-quality code and documentation
• Biased toward mainstream vendors and common approaches
• Missing the "when textbook doesn't apply" intuition