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Autopilot-Preserving Residual Q-Learning with HJB-Inspired Finite-Action Risk Filtering for Fixed-Wing UAV Command Supervision
Announce Type: new Abstract: A fixed-wing UAV must hold airspeed, altitude, and heading references under wind, gusts, and turbulence, channels coupled so that correcting one can degrade another. Classical autopilots stabilize the airframe well but adapt poorly when a hard crosswind meets an aggressive turn, while reinforcement-learning (RL) policies acting directly on the surfaces concentrate exploration risk at the actuator interface. We place a learned supervisor above an unchanged...
AutoPilot: Learning to Steer High Speed Robust BFT
arXiv:2606.09120v1 Announce Type: new Abstract: Recent Byzantine Fault Tolerant (BFT) protocols achieve strong performance by combining the low-latency advantages of leader-based BFT protocols with the high-throughput benefits of DAG-based data dissemination. Despite exposing a wide spectrum of internal tunable parameters, these protocols typically rely on static and heuristic configurations, which leads to performance degradation under dynamic workloads, heterogeneous network conditions,...
The better the autopilot the worse the pilot
The argument for automation is that it frees up cognitive bandwidth. Fewer routine decisions means more headroom to think carefully about the ones that matter. What actually happens is the opposite: when a system reliably handles a task, the human monitoring it gradually stops monitoring, because nothing ever goes wrong, and sustained attention without feedback is not something brains do voluntarily.
No longer just a Copilot, Microsoft's AI wants to take the wheel
Move over, Copilot: Microsoft is introducing a new category of agentic AI called "Autopilot," starting with Scout, its first agent. And it doesn't take much guessing to understand how Microsoft expects these things to operate: By constantly watching your every move and taking action in the background to ostensibly streamline your workday.
BYD is assuming financial liability if you crash while using its self-driving tech
BYD is assuming financial liability if you crash while using its self-driving tech The offer is only available in China and valid for a year after delivery. BYD is putting its money where its mouth is when it comes to its self-driving technology. During an event last week announcing its latest developments for smart driving chips, the Chinese EV maker announced it would offer full-damage coverage for anyone using the Urban Navigate on Autopilot feature on the latest God's Eye 5.0 driver...
Microsoft plans Linux tools and an RTX Spark desktop for Windows developers
Microsoft's Build developer conference kicked off today, and as with almost everything the company has done in the last few years, Microsoft's opening keynote focused overwhelmingly on AI and other closely related technologies. There's Microsoft Scout, an OpenClaw-based "Autopilot" agent that can hook into Microsoft 365 data to perform tasks for users; several new AI models; an expanded preview of "Codename MDASH," which is a "multi-model agentic scanning system" meant to detect and fix...
Great Question (YC W21) Is Hiring Applied AI Interns
User research on autopilot. Great Question is the all-in-one AI customer research platform for understanding your customers. Our platform enables teams to recruit participants, run research, and share insights – all in one place.
OpenAI's chief chip designer leaves in 16 months, joins Anthropic
OpenAI's Custom Chip program lead Clive Chan just announced his is leaving Sam Altman's company to join Anthropic. Chan joined OpenAI in January 2024. As per Chan's LinkedIn his designation at OpenAI was Member of Technical Staff and it is the same designation that he is joining Anthropic.
Our systems editor flew all the way to Taiwan and still couldn't get away from AI
KETTLE El Reg's systems editor Tobias Mann has been in Taipei for the past week getting the skinny on the hottest new chips, and what he's heard has been less about actual hardware announcements and more about how chipmakers are rushing to meet the demands of AI, other customers be damned. Tobias joins host Brandon Vigliarolo to discuss what he noticed at Computex 2026, how AI has taken over yet another industry event, and whether the world is going to have to adjust to new, more expensive...
A VideoMAE-v2 Approach to Zero-Shot Traffic Accident Anticipation
arXiv:2606.09542v1 Announce Type: new Abstract: Traffic accident anticipation -- predicting the likelihood of an imminent collision at every frame of a dashcam video -- is safety-critical yet difficult to scale, because collecting in-domain annotated accident footage for every deployment scenario is prohibitively expensive. We study this task under a zero-shot setting where no target-domain training data is available: the model must learn exclusively from a publicly available binary-labelled...