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01 ·Paper Deep-Dives·FREE·13 min read When Proxies Stop Being Good Enough — Reading August 2026's Eight Autonomous Driving Papers Together A cross-cutting read of eight autonomous-driving arXiv papers from late August 2026. Three groups independently stop measuring safety in expectation, two add an observation channel outside the ego vehicle's own history, and two genuinely don't fit the story.