انضباط المراجعة وقياس الجودة

في هذا الدرس

review AI output rigorously and measure real effects.

الموضوعات المخطط لها

• The author is responsible for every line they submit, whoever or whatever wrote it.
• Mark AI-originated changes in the description; keep a prompt log for traceability.
• Check for hallucinated APIs, missing error handling, security issues, and license concerns.
• Measure review time, defect rate, change failure rate, and test quality; not lines produced.
• Compare before and after on a team basis and adjust practice.