KERALA RISING · FROM EXPORTING PEOPLE TO EXPORTING IDEAS record. Auto drivers opt in because the route honour-roll brings them fares. Q. Can short clips really prove safe driving? A. Routine checks (helmet, lane, phone) are exactly what cheap classifiers do well. For ranked challenges the program uses whole-trip telemetry where available so a driver cannot submit only the safe minutes, and it scores conservatively when the view is occluded. What would make this program fail Safe Roads fails most plausibly at the opt-in. If drivers do not see enough reason to share their trips, the program never reaches the participation density at which stand-level and college-level rivalry takes hold, and it becomes a niche curiosity rather than a culture shift. The mitigation is the stacked incentive, points and fuel discounts first, then institutional rivalry, then a real insurance benefit, but the honest position is that the insurance line is the load-bearing one, and if insurers do not engage, the program is materially weaker. Securing an insurer partner early is therefore treated as a precondition, not an afterthought. Its other failure mode is reputational: if the program is ever perceived as surveillance feeding enforcement, trust collapses and opt-in dries up. This is why the wall between recognition and 137