Overview

The Variance We are told that ""Vision-Only"" self-driving is the future. That is a kinetic gamble. A 99.9% success rate is a breakthrough in a lab. On the road, this might be a risk. The Variance is the definitive audit of why LiDAR is not a luxury or an option. It is a moral requirement. In this 120-page manifesto, this book exposes the lethal gap between Inference and Certainty: The 99% Fallacy: Why ""good enough"" is a choice you can no longer afford to make on our roads. The Camera: How shadows, glare, and ""stitching"" create blind spots in vision sensors that physically cannot see the world as it is. The Driveway Dilemma: A chilling look at the ""Near-Field"" zone where machines stop perceiving reality and start hoping for it. The Moral Mandate: Why we must stop asking cars to ""guess"" and start requiring them to measure. Probability is a prayer; Physics is God. You will understand exactly what this book is talking about the moment you step inside these margins. Every driver has a responsibility to know the difference between a probability and a foundation.

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