KERALA RISING · FROM EXPORTING PEOPLE TO EXPORTING IDEAS ground truth about the physical world beyond what is in the image, which is why the program crosschecks against independent series; pickup weights, well levels, MVD accident data, satellite indices, rather than treating a verified photo as the last word. Why the design works with the grain of the technology Every design choice in this book follows from taking those limits seriously. Verification is tiered, so cheap models do the easy bulk and expensive judgement is spent only where needed. It is conservative, undercrediting when uncertain, so the cost of error falls on a slightly annoyed citizen rather than on a corrupted audit. It is inspectable and public, so mistakes are correctable in the open. And it is never punitive or clinical, so the AI’s weakest and most dangerous potential applications are simply excluded by design. The result is a system that does not depend on the AI being smarter than it is. It depends only on the AI being cheap and adequate at a narrow task, conservative when unsure, and embedded in a human-audited, publicly-corrected, externally-cross-checked institution. That is a far more defensible bet than a system that needs the technology to be brilliant. THE HONEST CLAIM ABOUT THE AI 104