AMD vs Arm

Race to Build Next Trillion-Dollar AI Chip Company

In a podcast episode, industry analyst Austin Lyons discusses with Celesta Capital partner David Goldman the dynamics of the AI chip market. The conversation covers the shift from training to inference workloads, the trend toward selling full systems rather than individual components, and the challenges for startups competing against Nvidia and AMD. Key topics include the disaggregation of prefill and decode phases of inference, the rise of neoclouds and their financing structures, and the potential for new chip designs to disrupt the market. Lyons outlines four conditions for a potential trillion-dollar chip company: running trillion-parameter models, rack-scale integration, outperforming incumbents on key metrics, and securing a frontier anchor customer. The discussion also touches on the importance of speed, power efficiency, and the growing role of custom silicon in enterprises.

• Nvidia's Grace Blackwell NVL72 rack contains 72 GPUs and 36 CPUs.
• Nvidia acquired Groq, an AI chip startup specializing in decode performance.
• Cerebras, an AI accelerator startup, has gone public.

Advantech Expands WEDA Edge AI Ecosystem with Intel, Qualcomm, AMD

Advantech, a global IoT leader, announced the expansion of its WEDA-Powered Edge AI ecosystem, designed to streamline AI development from development to deployment. The ecosystem integrates WEDA (WISE-Edge Developer Architecture), WEDA-Ready Edge Computing, and the Advantech Container Catalog (ACC) to reduce complexity in Edge AI development, validation, deployment, and lifecycle management. Partnerships with Intel, Qualcomm Technologies, and AMD were highlighted, with executives from each company expressing support for the initiative. The collaboration aims to simplify development and accelerate scalable Edge AI deployment across diverse hardware platforms, with plans for a global WEDA Developer Webinar Series.

• Advantech expanded its WEDA-Powered Edge AI ecosystem.
• Ecosystem includes WEDA, WEDA-Ready Edge Computing, and Advantech Container Catalog (ACC).
• Partnerships with Intel, Qualcomm Technologies, and AMD were announced.

TSMC August revenue surges 53% to record high

Taiwan Semiconductor Manufacturing Co. (TSMC) reported record revenue for August 2026, driven by strong demand for AI chips. Revenue hit NT$514.8 billion ($16.35 billion), up 53.3% year-over-year and 10.1% from July, marking the fourth consecutive month of growth. TSMC's dominance in the global foundry market continued with a 72.5% share in Q2, per TrendForce, and its advanced chip capacity is fully utilized due to AI server demand. The growth was attributed to 'extraordinarily robust' AI demand from key customers such as Nvidia, Broadcom, AMD, and Apple. Additionally, TSMC announced plans to adopt ASML's High-NA EUV technology for advanced nodes starting in 2030, collaborating to advance chip production for complex AI architectures.

• TSMC's August 2026 revenue hit NT$514.8 billion ($16.35 billion), up 53.3% year-over-year and 10.1% from July.
• This marked the fourth consecutive month of revenue growth.
• TSMC holds a 72.5% global market share in foundry services, per TrendForce.

Arm CEO Confident $2B AI CPU Revenue Goal Achievable

Arm Holdings CEO Rene Haas told CNBC's Jim Cramer on September 16, 2026, that the company is increasingly confident it can meet Wall Street's $2 billion revenue target for its new in-house data center CPU, the AGI CPU. The demand for the chip has been strong, but investors have focused on Arm's ability to secure sufficient manufacturing capacity to convert that demand into revenue. Haas noted that confidence in achieving the $2 billion figure has grown from May to July and further strengthened by September. The AGI CPU marks a significant expansion of Arm's business model, moving from licensing chip designs to selling complete chips. Arm first disclosed $2 billion in demand in May, double its initial $1 billion outlook, but maintained a conservative official outlook until supply confidence improved. Shares have declined about 45% from their June high after a parabolic run earlier in the year.

• Arm Holdings CEO Rene Haas expressed increased confidence in meeting a $2 billion revenue goal for its AGI CPU data center chip.
• The $2 billion target is double the $1 billion demand Arm initially outlined in March 2026.
• Arm's stock fell 10% after maintaining a $1 billion revenue outlook due to supply concerns in May.

Arm introduces new AI-native compute platform built for agentic AI and mobile graphics

Arm unveils Arm AI Portal, expands AI infrastructure with AGI CPU and Neoverse CSS N4, and brings ecosystem together for physical AI.

Arm introduces new AI-native compute platform built for agentic AI and mobile graphics

Arm announced a new AI-native compute platform for agentic AI and mobile graphics, expanded AI infrastructure with AGI CPU and Neoverse CSS N4, and unveiled the Arm AI Portal to accelerate optimized AI apps.