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.

Foxconn is accelerating the geographic diversification of its global manufacturing capacity as AI server demand surges and supply-chain regionalization continues, with 2026 capex expected to rise more than 30% year on year. In China, however, the company is not mounting large-scale capacity expansion in step with the U.S., Mexico, India, and Vietnam. Instead, it is shifting investment toward equipment restructuring, precision manufacturing upgrades, and higher-end production capabilities at existing plants.

India's AI infrastructure push is gaining pace, with implications that extend far beyond the country's borders. According to Bloomberg, AM Intelligence has ordered 9,000 Nvidia Vera Rubin systems as global demand for advanced computing continues to strain supply, underscoring how power, data centers, and chip access are becoming strategic priorities worldwide.

Deloitte Taiwan said global companies are rushing to discuss physical AI, but only a small share have embedded it into day-to-day operations, highlighting a widening gap between ambition and deployment. For readers worldwide, the finding signals that industrial AI's next phase may advance unevenly, shaped by costs, talent, safety, and integration.

A key figure responsible for OpenAI's data center plans left the company last week, the latest in a string of departures just as it invests heavily in its AI infrastructure build-out and prepares for an IPO next year. This also illustrates the challenges the industry faces in retaining talent, even among top companies offering large pay packages.

Apple took pre-orders on August 25 for a new Mac mini and Mac Studio. Both will ship on September 22. Prices of the Mac mini start at US$899 with the M6 chip, or $1,699 with the M5 Pro. Mac Studio starts at $2,499 with M5 Max and $5,499 with M5 Ultra. The 512GB memory version comes in late October.

AI memory excess profits are beginning to change Samsung Electronics' capital-allocation logic. The company recently said that, under its current 2024-2026 shareholder return policy, the remaining funds available for shareholder returns in 2026 are estimated at about KRW90 trillion-KRW110 trillion (about US$65 billion-US$79 billion), a record high, while the market has already started looking to the next three-year period.

Enflame Technology is preparing to become the latest of China's leading AI chip developers to tap public markets, with a CNY6 billion (approx. US$893 million) Shanghai STAR Market listing that puts its rapid revenue growth, persistent losses and heavy reliance on Tencent under closer scrutiny.

Taiwan AI Cloud General Manager Han-chang Wu said at the 2026 Taiwan Sustainability Summit on August 25 that as open-source models mature, computing power becomes easier to access, and generative AI becomes more widespread, the barriers to enterprises launching AI proof-of-concept (POC) projects have fallen sharply. But moving AI from a demo to formal deployment is not just about model capability; it is about whether it can support core enterprise workflows.

Taiwan's Financial Supervisory Commission said on August 25 that strong global demand for Taiwan-made AI servers and high-performance computing lifted corporate earnings in the first half of 2026. The agency said pretax profits at listed and OTC companies reached their highest first-half level in 10 years.

Nvidia has introduced Jetson Orin Nano 2, a compact robotics computer aimed at entry-level edge AI, with implications for developers building autonomous machines worldwide. The system promises faster, more efficient on-device intelligence for robots, drones, and vision systems as physical AI adoption expands across industries and markets.

OpenAI said its first custom inference chip, Jalapeño, delivered faster responses and better power efficiency than competing systems in tests across several large language models. The findings could matter for global users, as cheaper, lower-latency AI infrastructure may help expand access, improve reliability, and support more capable agents worldwide.

Taiwan's Ministry of Economic Affairs outlined four strategies to scale up the island's biotech industry at a strategy meeting under the Executive Yuan on August 24. The plan centered on artificial intelligence integration, stronger critical-drug supply chains, broader clinical validation, and deeper global market ties.

Samsung Electronics and Intel are pushing into each other's core businesses as AI semiconductor competition shifts from individual chips to full-system integration. South Korean reports cited by Counterpoint Research said Samsung is using high-bandwidth memory (HBM) to strengthen its foundry business, while Intel is expanding from logic chips and foundry services into memory through advanced packaging and system-level technologies.

As robotaxi services expand beyond individual cities into wider regions, the growing appeal of AI-assisted driving and the technological vision that AV developers are eager to realize have raised industry expectations for the economic viability of full autonomy.