I once spent 2 days troubleshooting a machine vision system at bolt factory. Physically in the factory. On my feet. Standing behind an active vibratory hopper filled with bolts, while stake-holders were losing money hand-over-fist, and angry machinists who looked like a motorcycle gang stood next to me. And it was a Windows NT machine.

Not quite all about algorithms, but that was part of it :-)