Researchers have demonstrated a robot that can acquire 1,000 distinct physical tasks in a single day, each from just one demonstration. By breaking actions into simpler phases and reusing knowledge across tasks, the system learns far faster than traditional approaches that require hundreds of repetitions. The breakthrough, achieved on a real robot arm rather than in simulation, points to more flexible, affordable automation that could transform sectors such as manufacturing, logistics, and healthcare, and brings the vision of adaptable home robots closer to reality. Leer más →

Google has rolled out its biggest update to Gemini Live, the real‑time conversational AI interface, on Android and iOS. The upgrade adds smarter models that better understand intonation, rhythm, and pitch, letting users hear the assistant speak more slowly or quickly, adopt a range of accents, and deliver dramatic storytelling. Gemini Live also offers adaptive tutoring for language learning and other subjects, as well as practice‑conversation tools for interviews and challenging personal talks. The enhancements aim to make interactions feel more natural, expressive, and tailored to individual learning needs. Leer más →

Sara Hooker, a former vice president of AI research at Cohere and former Google Brain researcher, has quietly launched a new startup called Adaption Labs with fellow AI veteran Sudip Roy. The company aims to build artificial‑intelligence systems that continuously adapt and learn from real‑world experience, arguing that the industry’s focus on ever‑larger language models is reaching diminishing returns. Hooker’s critique of the "scaling" approach echoes a growing chorus of researchers who see adaptive learning as a more efficient path forward. Adaption Labs has secured seed funding and plans to hire globally while opening a San Francisco office. Leer más →