Arm vs Groq

Arm announces earnings release date for second quarter fiscal year ending 2027

Arm has announced the earnings release date for its second quarter fiscal year ending 2027, as highlighted in the latest newsroom update.

PATEO Signs MoU with Arm for Automotive Physical AI

PATEO, a Chinese Tier 1 automotive supplier, signed a strategic Memorandum of Understanding (MoU) with Arm to advance innovation in physical AI, focusing on next-generation AI-enabled workloads for automotive, including perception-driven and interaction-driven intelligence. The collaboration aims to strengthen innovation in intelligent vehicles and physical AI, supporting PATEO's integrated 'Software, Hardware, Chip, and Cloud' strategy. PATEO's AI-related business generated approximately RMB 209 million in revenue in H1 2026, a year-on-year growth of 588.6%. The company is building capabilities towards 'AI-Defined Vehicles' and emphasizes open ecosystem collaboration to accelerate commercialization.

• PATEO signed a strategic MoU with Arm to advance physical AI innovation.
• The collaboration focuses on next-generation AI-enabled automotive workloads.
• PATEO's AI-related business revenue reached roughly RMB 209 million in H1 2026, up 588.6% YoY.

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.

Hardware Specialization Returns For AI Inference Era

The a16z newsletter article revisits the historic debate between general-purpose and specialized chips, arguing that the pendulum has swung back in favor of specialized hardware for AI inference. It details how general-purpose CPUs won in the 1990s due to volume-driven performance gains, but shifts to GPUs and the end of Dennard scaling changed the landscape. The article highlights that specialized chips like Nvidia's LPU (formerly Groq), Cerebras, and d-Matrix are now complementary to GPUs, delivering better performance per watt for heterogeneous inference workloads. It reports that GPUs have surpassed CPUs in revenue, and that inference demand is expected to grow 24x while power availability only doubles by 2030. The author, from Gimlet, advocates for orchestrating diverse accelerators to maximize efficiency.

• GPUs generated more revenue than CPUs for chip companies.
• Nvidia acquired Groq, now known as Nvidia's LPU.
• Inference demand is projected to increase 24x from 2026 to 2030, while power availability only doubles.

Nvidia's $20B Groq Deal Faces Stockholder Lawsuit

A lawsuit filed by former Groq engineers Joshua Rubin and Benjamin Serebrin alleges that Nvidia's $20 billion deal with Groq "squeezed out" stockholders. The complaint, filed on October 2 at the Delaware Court of Chancery, claims the deal offered a "lowball" price and that Groq's board approved the transaction without a required stockholder vote. The lawsuit argues that a conflicted board cost stockholders billions of dollars, pointing to $17 billion allocated to a non-exclusive license and $3 billion in Nvidia RSUs for employees. Groq dismissed the lawsuit as "meritless," stating the licensing agreement with Nvidia delivered exceptional value. Nvidia has not commented. The deal, announced in December, involved a licensing agreement for Groq's inference technology, with CEO Jonathan Ross and other leaders joining Nvidia, but Groq remains an independent company.

• Former Groq engineers Joshua Rubin and Benjamin Serebrin filed a lawsuit on Oct. 2 alleging Nvidia's $20B deal with Groq shortchanged stockholders.
• The lawsuit claims Groq's board approved the transaction without a required stockholder vote and that the deal cost stockholders 'billions of dollars.'
• The deal allocated $17 billion for a non-exclusive license and $3 billion in Nvidia RSUs for moving employees.

Groq Founder: Poor Leadership Cost Company Years

Jonathan Ross, founder of AI chip maker Groq, admitted in a podcast that his management failures initially cost the company three to four years. A former Google engineer, Ross founded Groq in 2016 to develop Language Processing Units (LPUs) as alternatives to Nvidia GPUs. He acknowledged being 'a terrible leader' at the start, citing mistakes in hiring employees who were not self-sufficient and giving them too much responsibility, leading to stagnation. He learned to focus on people management and became more selective in hiring. In December 2025, Nvidia signed a $20 billion licensing and talent deal with Groq, after which Ross and other key engineers moved to Nvidia, where Ross now serves as chief architect for software. Groq continues as an independent company led by Adam Winter. Similar leadership challenges were shared by Figma CEO Dylan Field and Duolingo CEO Luis von Ahn.

• Jonathan Ross founded Groq in 2016 to develop AI inference chips (LPUs) as alternatives to Nvidia GPUs.
• Ross admitted that his poor leadership set back Groq by three to four years.
• In December 2025, Nvidia signed a $20 billion license and talent deal with Groq.