AI can make work faster—but does it make it better? In this episode, Dr. Sabrina Anjara is joined by Dr. Manaswi Saha to challenge the idea that speed equals productivity in knowledge work. They explore why “just add human oversight” often fails, how misdesigned collaboration patterns quietly scale risk, and what it really means to measure human–AI collaboration quality. From agency and cognitive effort to joint utility and trust over time, this conversation reframes productivity as something you design—not something you accelerate blindly.