Tesla CEO Elon Musk recently said the company's upcoming AI5 inference chip could deliver two to three times the performance per watt of Nvidia products when deployed in autonomous vehicles and Optimus humanoid robots, potentially at just around 10% of the cost.

As the humanoid robot supply chain moves closer to mass-production readiness, Taiwan's precision manufacturing sector is gaining new opportunities to enter the US market, according to DIGITIMES observations.

The pinnacle of Elon Musk's far-reaching ambitions in orbital compute has come into better view following another major SpaceX announcement to turn the space giant's expanding plans for Starlink V3 and Starmind into a grand Starbase at the heart of Louisiana.

Chinese GPU vendors are beginning to extend their applications beyond terrestrial computing and into space. The recently launched Yunjian Muxi satellite (Jitianxing A-04) carries an intelligent computing payload powered by a domestically developed MetaX GPU, marking an effort to validate Chinese AI chips under real-world space conditions.

The 2026 World Robot Conference (WRC 2026) has concluded in Beijing. While the commercial prospects of humanoid robots remain a subject of debate, they once again took center stage at the event. With China continuing to lead the world in humanoid robot shipments, more than 100 robotics-related companies showcased new technologies and unveiled their latest products, making the event not only a magnet for capital but also a window into where the industry is heading.

For the first time in this cycle, Nvidia has told investors where its gross margin will bottom out and how far short of demand its supply will fall - two admissions that shift the question from whether the AI buildout continues to who absorbs its rising input costs. Management guided gross margin down from 75.0% to a trough of 71-72% by the fourth quarter, directly blamed memory pricing, and capped fiscal 2028 revenue growth at about 70% against demand it put at nearer 100%. Neither disclosure is a demand warning. Both say the company is now managing a shortage rather than a market.

Growth has stopped being the interesting question at Nvidia. Revenue for the quarter ended July 26, 2026 was US$96.2 billion, up 106% from a year earlier, and Data Center accounted for US$89.0 billion of it, up 117%. Gross margin held at 75.0% even as the Vera Rubin platform moved into volume—unusual, because a new rack-scale architecture normally costs a quarter or two of margin while yields settle. On the operating line, the quarter was close to flawless.

Nvidia has put a figure on its exposure to the AI labs it helps fund. On its second-quarter earnings call, chief financial officer Colette Kress said the company expects "demand from the AI labs for which we expect to leverage our balance sheet to contribute toward roughly a quarter of our business next year." That single sentence reframes the financing question. The issue is no longer whether Nvidia supports its customers' balance sheets, but that a quarter of forecast revenue now depends on structures the company itself has arranged.

The sharpest question on Nvidia's second-quarter call came a Bank of America analyst, who noted that OpenAI and Anthropic - both major beneficiaries of Nvidia's ecosystem investment - are designing their own chips, and that OpenAI had, days earlier, claimed its Jalapeno part outperforms Blackwell.

Nvidia has guided a full year in advance for the first time, and the number it chose is not a demand forecast. Chief financial officer Colette Kress told the company's second-quarter earnings call that Nvidia expects to grow revenue by approximately 70% in fiscal 2028, then immediately qualified it: "This is a supply-constrained outlook." Customer forecasts, she said, "point to our growth doubling next year." The 30-point gap between what buyers want and what Nvidia has committed to ship is now the central fact about the company's next four quarters, and it is what the Vera Rubin, Groq, and Vera CPU ramps exist to close.

Morgan Stanley said TSMC's advanced packaging allocation is expected to shift in 2027, as processor demand tied to agentic AI lifts AMD's CoWoS usage and reduces Nvidia's share. The report, cited by Wccftech, attributed the shift to TSMC's rising capacity amid expanding industry-wide demand.