Human‑Computer Interaction Advances: Trust‑Focused Robot Collaboration and Light‑Based Deepfake Detection

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Key developments – A new Honda‑backed initiative is training engineering students to design robots that can establish and maintain trust with human users, directly addressing the usability and acceptance challenges that have long hindered effective human‑computer interaction in…

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Spiking Neural Network Achieves Unified Prediction of Event Identity, Timing, and Probability, Boosting Neuromorphic Computing

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A recent study demonstrates that a recurrent spiking network can simultaneously learn what will happen, when it will occur, and how likely it is, using a single population of neurons. The model captures all three predictive dimensions: event…

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AI Data Centers Hit Physical Limits – Cooling, Power, and Interconnect Innovations Emerge

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Key developments: – Operators are confronting a trifecta of constraints: insufficient grid capacity, overheating risks in dense GPU racks, and the bandwidth ceiling of copper interconnects. The situation is described as “significant physical limits” that are “impacting rapid…

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Microsoft, AMD and Marvell Reveal Next‑Gen AI Chip and Rack Designs

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Microsoft’s Maia 300 chip promises a 40% boost in token‑per‑megawatt efficiency over leading GPU‑based systems and will start production deployments in 2027, with multi‑gigawatt Azure rollouts slated for the same year, positioning it as the primary inference engine…

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Tech Giants Push for Slower, Safer AI Development Amid Rising Safety Concerns

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Key developments: – Anthropic’s chief executive publicly urged peers to decelerate AI progress, signaling a rare call for restraint from a leading frontier-model developer. – OpenAI’s Sam Altman announced that the company will not pursue an IPO this…

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AI Hallucinations Surge Across Courts, Chatbots, and Legal Practice

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Key developments: New data show AI hallucinations have entered the courtroom thousands of times, with 2,149 recorded incidents by early October 2026, including over a thousand filings by self‑represented litigants. The legal sector is feeling the impact directly,…

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