https://frontieraianalysis.com/articles/augustus-driving-reasoning-without-narration/Frontier AI Analysisen2026-10-14A driving AI can learn from explanations without talking through every movehttps://frontieraianalysis.com/articles/care-acceleration-can-swap-the-failures/Frontier AI Analysisen2026-10-14Speeding up a robot can hide new failures behind the same test scorehttps://frontieraianalysis.com/articles/egomatrix-contact-before-photorealism/Frontier AI Analysisen2026-10-14Robot training needs realistic contact, not just realistic pictureshttps://frontieraianalysis.com/articles/evo-rl-successful-trajectories-bad-lessons/Frontier AI Analysisen2026-10-14A successful robot run can still teach the wrong lessonhttps://frontieraianalysis.com/articles/fastopd-compression-changes-the-path/Frontier AI Analysisen2026-10-14Smaller robot models need practice handling their own mistakeshttps://frontieraianalysis.com/articles/gemini-argon-apollo-video-builds-an-experiment/Frontier AI Analysisen2026-10-14Apollo learned from a video by first building a virtual practice spacehttps://frontieraianalysis.com/articles/humanoidtoolbench-right-tool-wrong-body/Frontier AI Analysisen2026-10-14A robot must be able to handle a tool, not just choose ithttps://frontieraianalysis.com/articles/inspect-robots-reset-is-part-of-the-test/Frontier AI Analysisen2026-10-14How you set up a robot test can change its resulthttps://frontieraianalysis.com/articles/lerobot-cleaning-can-delete-the-hard-tasks/Frontier AI Analysisen2026-10-14Cleaning robot training data can remove the hardest taskshttps://frontieraianalysis.com/articles/liquid-d1-the-cost-of-reading-the-world/Frontier AI Analysisen2026-10-14Liquid AI can answer more questions without looking at the scene againhttps://frontieraianalysis.com/articles/nvidia-speech-adaptation-critical-words/Frontier AI Analysisen2026-10-14NVIDIA finds that better speech labels can beat more noisy datahttps://frontieraianalysis.com/articles/nvidia-v2d-reconstruction-errors-robot-learning/Frontier AI Analysisen2026-10-14NVIDIA asks which video mistakes matter when training robotshttps://frontieraianalysis.com/articles/openvitac-test-whether-touch-changes-the-action/Frontier AI Analysisen2026-10-14A robot with touch sensors may still rely on sighthttps://frontieraianalysis.com/articles/openwam-less-context-better-transfer/Frontier AI Analysisen2026-10-14Giving part of a robot's AI less information helped it learn a new taskhttps://frontieraianalysis.com/articles/physical-intelligence-api-next-demonstration/Frontier AI Analysisen2026-10-14Physical Intelligence makes robot AI easier to access. What should you teach it next?https://frontieraianalysis.com/articles/robot-instructions-encoded-without-control/Frontier AI Analysisen2026-10-14A robot can recognise an instruction and still act against ithttps://frontieraianalysis.com/articles/robot-serving-observation-age-not-token-throughput/Frontier AI Analysisen2026-10-14A robot can think quickly and still act on an outdated viewhttps://frontieraianalysis.com/articles/sota-sensor-design-is-a-data-format/Frontier AI Analysisen2026-10-14Matching touch sensors could help robots learn from human handshttps://frontieraianalysis.com/articles/tacross-cheap-touch-data-needs-a-translator/Frontier AI Analysisen2026-10-14A cheap sensor glove still needs robot demonstrations to teach actionshttps://frontieraianalysis.com/articles/tapnav-touch-as-a-navigation-experiment/Frontier AI Analysisen2026-10-14A longer route can help a robot find its way by touchhttps://frontieraianalysis.com/articles/transcribepsy-long-audio-short-command-latency/Frontier AI Analysisen2026-10-14Fast transcription does not always mean a faster voice responsehttps://frontieraianalysis.com/articles/ttt-rm-memory-for-what-the-camera-cannot-see/Frontier AI Analysisen2026-10-14Robot memory is most useful when the camera cannot see the answer