The Denominator Problem: What Warehouse Robots Taught Me About Reliability

Shivansh Inamdar explains that in large-scale warehouse robotics, even a 95% success rate results in thousands of daily failures, making robust failure recovery systems essential for commercial viability. Effective automation relies on layered fallback mechanisms to handle errors efficiently, minimizing human intervention.