Every LLM company scales up by renting more datacenter GPUs. Robotics runs that constraint backward: a robot's onboard chip, power, and weight budget are fixed, so the model has to fit the hardware. Real companies solving that constraint are making opposite bets -- Boston Dynamics offloads its robot's reasoning to Google's TPUs, Agility Robotics and Sunday Robotics keep everything onboard, and Weave Robotics runs a hybrid of both -- each for a defensible, different reason, with no industry consensus yet.

Moonshot AI confidentially filed an A1 application with the Hong Kong Stock Exchange on September 3, 2026, while opening a pre-IPO round targeting a $50 billion pre-money valuation -- up from $4.3 billion nine months earlier, roughly an elevenfold increase, not the eightfold jump from $6.25 billion sometimes attached to this story. Seven days later, Anthropic named Moonshot as one of seven China-based labs it accuses of distilling Claude's outputs into Kimi -- a specific, unverified allegation from a direct competitor, not a settled fact.

Sen. Bernie Sanders and Rep. Alexandria Ocasio-Cortez introduced a federal bill in March 2026 to freeze all new AI data-center construction until Congress passes AI safety, labor, and civil-rights legislation -- going further than any state restriction this outlet has covered. Five months later, former FTC Chair Lina Khan argued publicly that AI companies need no new antitrust exemption, directly countering the industry's own waiver request. Neither is settled: the bill has no realistic path through a GOP Congress, and Khan's position is an argument, not a ruling.