McLaren Construction Deploys Autonomous Robots at Scale With FieldAI

McLaren Construction is deploying autonomous robots at scale across UK construction sites in partnership with FieldAI, while Monumental raised $32 million to expand its autonomous construction robots. Combined with NEURA Robotics’ $1.4 billion Series C targeting multi-million unit production by 2030, here’s what’s driving construction robotics momentum right now.

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MIT Gives a Century-Old Economic Model a Major Machine Learning Upgrade

MIT researchers gave a major machine learning upgrade to random utility models, a nearly century-old economic framework for predicting choices. Meanwhile a separate MIT finding shows an overlooked algorithm class outperforms expectations in certain games, and a new deep learning approach captures atomic patterns to improve material property predictions. Here’s this week’s machine learning research roundup.

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TSMC Hikes 2026 Guidance as AI Demand Outpaces Capacity

TSMC raised its 2026 guidance as AI chip demand continues outpacing capacity, a striking counter-signal amid this week’s broader semiconductor bear market. Meanwhile Chevron moved to sidestep Iran oil risk and Apple and Nvidia continue trading the world’s most valuable company title. Here’s what these signals mean for investors navigating genuinely mixed market conditions.

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