So, You “10x’d” Your Work…

Claims of 10x productivity gains through AI-assisted development often ignore critical side effects and quality risks. While AI can generate code quickly, essential processes like learning requirements, strategic decision-making, and thorough testing cannot be accelerated. Verifying AI-generated work requires human understanding of test strategies, risk coverage, and product quality—processes that demand time and expertise. AI's tendency to confidently assert false information means developers cannot simply trust its output without rigorous validation of testing claims, security, and user experience.