“engineering principles”

Why We Made Our AI Tools Fail Loudly Instead of Returning Your Original Image

A tool that quietly returns your input when the model fails looks like it worked, and wastes your time worse than an error would. The "no silent fallback" rule, and the three real bugs it caught in our own code.