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Waymo's autonomous cars prove far safer than those driven by humans, slashing injury-causing crashes by up to 85% and offering a stark vision of future road safety.
Waymo, the self-driving car subsidiary of Alphabet, has released new safety research demonstrating that its autonomous vehicles (AVs) significantly outperform human drivers in terms of crash rates and injury prevention. The study compares Waymo's performance over 7.14 million miles driven autonomously in Phoenix, San Francisco, and Los Angeles.
Waymo’s research, detailed in two published papers, compares its autonomous driving performance to human driver benchmarks:
To ensure a fair comparison, Waymo created a human crash benchmark using police-reported crash data. This benchmark allows for valid analysis of AV crash rates and helps address the lack of standardized metrics in the industry.

For software engineers and researchers working in autonomous vehicle technology, these findings highlight several key points:
Waymo is not just focusing on performance metrics; it’s also advocating for industry-wide standards. This includes:
Waymo’s latest research provides compelling evidence that autonomous vehicles can significantly reduce the risk of crashes and injuries compared to human drivers. As the technology continues to evolve, these findings could have far-reaching implications for the future of transportation and road safety.
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About the author
Kai built ML infrastructure at a Bay Area startup before developing an obsession with transformer architectures and inference optimisation that eventually pulled him out of product work entirely. A stint at a compute research lab sharpened his instinct for what actually matters in a model release versus what is marketing. He writes from the inside — from the perspective of someone who has debugged the systems he is describing at three in the morning. He is allergic to hype and instinctively drawn to the unglamorous plumbing questions that everyone else skips over.
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21 December 2023
72 articles
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