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Advanced Micro Devices (AMD) closed 2025 trading at a 0.02% decline, though the stock remained in focus due to a surge in trading volume. On December 26, AMD’s shares saw a 95.11% increase in trading activity, with $3.34 billion in volume, ranking 11th in the market. Despite the modest price drop, the elevated volume suggests heightened investor attention, likely driven by the company’s recent product launch and broader industry developments.
AMD’s recent launch of the Instinct MI350 series, anchored by the MI355X accelerator, marks a pivotal challenge to NVIDIA’s dominance in AI hardware. The MI350 series introduces 288GB of HBM3E memory per chip and 8 TB/s bandwidth, surpassing NVIDIA’s Blackwell B200 in capacity. This positions
as a direct competitor in the high-growth inference market, where demand for running trained AI models now exceeds training needs. The 35x generational leap in inference performance, attributed to the CDNA 4 architecture and 3nm process, underscores AMD’s technical advancements.The product’s cost efficiency further strengthens its appeal. AMD claims a 40% better “Tokens per Dollar” ratio compared to NVIDIA’s systems, a critical factor for cloud providers like Microsoft and Oracle, which have integrated the MI350 series into their offerings. Hyperscalers such as Meta have already adopted the MI355X for Llama 4 deployments, leveraging AMD’s open-source ROCm 7 stack to reduce reliance on NVIDIA’s proprietary CUDA ecosystem. This shift reflects a broader industry trend toward multi-sourcing strategies, driven by supply chain constraints and the desire to avoid vendor lock-in.
The MI350 series also capitalizes on the maturing AI landscape, where inference optimization has become paramount. AMD’s focus on memory bandwidth and capacity aligns with the industry’s pivot from training large models to deploying them sustainably. By addressing bottlenecks in KV cache management, the MI350 enables enterprises to run models like GPT-5 on fewer nodes, reducing total ownership costs. This strategic alignment with market needs has positioned AMD as the “inference engine” of the AI era, contrasting with NVIDIA’s stronghold on training hardware.
Moreover, AMD’s open-source software initiatives, particularly the ROCm stack, have neutralized a key competitive advantage
held through CUDA. Modern AI frameworks like PyTorch and JAX are now hardware-agnostic, allowing seamless transitions between vendors. This software-defined approach has eroded the “CUDA moat,” enabling AMD to gain traction among hyperscalers and startups seeking cost-effective alternatives. Collaborations with OpenAI and for the upcoming MI400 series further signal the industry’s willingness to diversify its supply chain.However, challenges remain. The MI355X’s 1400W power draw raises concerns about energy consumption, a persistent bottleneck for AI data centers. While AMD touts improved performance-per-watt, the scale of deployment amplifies environmental and infrastructure pressures. Additionally, the transition to rack-scale solutions like Helios AI Racks in 2026 will require overcoming the complexity of interconnecting thousands of GPUs, a frontier where NVIDIA’s GB200 NVL72 already holds a head start.
AMD’s roadmap, including the MI400 series with HBM4 and CDNA “Next” architecture, reinforces its aggressive stance. The projected 432GB per GPU and vertical integration with Zen 6 EPYC CPUs and Pensando networking chips aim to deliver exascale solutions for MoE models. These innovations, coupled with the company’s software momentum, position AMD to capture significant market share in 2026. The broader enterprise market, however, remains untapped, with sectors like healthcare and finance still in early AI adoption stages. If AMD can maintain its execution pace and address energy challenges, the MI350 series could be remembered as the catalyst for the AI chip war’s next phase.
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