Is AI Making Us More Productive, or Are Unrealistic Expectations Pushing Us to Work More? I've been thinking a lot lately about how AI is changing the workplace, particularly for those of us in software development. I'm curious whether others are experiencing something similar. As a web developer, I've always taken pride in writing clean, maintainable code and building reusable components. Recently, I've been diving deeper into AI, agents, skills, and structured workflows. I genuinely believe AI has incredible potential to improve how we work. But I've started wondering: Has the promise of AI productivity created unrealistic expectations for the people actually doing the work? We've all heard the claims that AI can make us 5x or even 10x more productive. But does that mean developers should suddenly be expected to handle 5x or 10x the workload? I recently went through an experience that really challenged my perspective. I had three major projects with overlapping deadlines. To keep everything moving, I regularly found myself working 12-hour days, sometimes stretching to 18 hours. For one particular project, I knew I wouldn't have the time to approach the code the way I normally would. So, under pressure, I leaned heavily on AI and essentially let it cook. And let me tell you, that cooking was painful. 😂 AI got me about 60% of the way there. At first glance, the design looked decent. But once I started digging into the details, the responsiveness, fluidity, and overall user experience were nowhere near where they needed to be. What initially looked like a time saver turned into weeks of troubleshooting, refining, and reworking the output just to get to a functional product. And here's the part that really bothered me. What I would typically expect to accomplish in roughly 3,000 lines of CSS ended up becoming approximately 14,000 lines! Did the code work? Yes. Did it meet the immediate business requirements? Yes. Was it clean, readable, and maintainable? Not even close!