As the Chief Technology Officer of a leading semiconductor foundry specializing in AI accelerators, I need to compile a strategic report on recent advancements in GPU computing power chips to guide our fabrication partnerships and R&D investments for 2026-2028. The report must systematically cover these dimensions: (1) Architectural Innovations: What fundamental design transformations in GPU architectures have propelled enhancements in compute density since 2023? How do these compare to emerging alternatives like Google's Trillium TPU in handling mixed-precision operations? What specific metrics highlight the superiority or trade-offs in scalability and adaptability across these platforms? Draw a timeline chart mapping major releases with peak FLOPs metrics and energy efficiency ratios. (2) Performance and Efficiency Benchmarks: Based on 2024-2025 benchmarks, how have GPUs advanced inference throughput, achieving up to 15x gains over prior generations? What limitations in power consumption and thermal management persist, and how do emerging processing-in-memory technologies mitigate von Neumann bottlenecks? Create a radar chart comparing 4-5 key models across dimensions like TFLOPs, bandwidth, and cost-per-token, using data from MLPerf 2025 results. (3) Market Dynamics and Competitive Landscape: How has NVIDIA maintained over 80% market share amid US export restrictions, while challengers like Intel and Amazon gained traction in cloud inference? What geopolitical factors influenced supply chains, and How do strategic alliances formed in 2025, indicate a pivot toward domain-specific accelerators tailored for sectors? Visualize the 2025 GPU market share distribution among NVIDIA, AMD, Intel, and others with a pie chart to illustrate dominance patterns and competitive encroachments influenced by regulatory pressures. (4) Applications and Future Implications: In what ways have these GPUs accelerated real-world AI tasks, such as robotics with NVIDIA Jetson Thor or automotive AI via Qualcomm's platforms? What unresolved debates exist on sustainability, including energy demands projected to exceed 1MW per rack? Propose 2-3 investment strategies for our foundry, supported by multi-source evidence, and summarize competitive advantages in a table contrasting pros, cons, and mitigation approaches from 2023-2025 industry reports. (5) Ethical and Regulatory Considerations: How do advancements in GPU power raise concerns over AI proliferation and energy equity, per 2025 policy analyses? What trade-offs in accessibility arise from high costs, and how might open-source frameworks like NVIDIA Dynamo address them? Derive actionable ethical guidelines for deployment, draw a trend line graph of performance-per-watt improvements from 2023-2025.

评估清单 / Evaluation checklist:
Architectural Innovations Documentation: Does the report document fundamental design transformations in GPU architectures since 2023?
Does it include a timeline chart mapping major releases with peak FLOPs metrics and energy efficiency ratios?
Performance and Efficiency Benchmarks Analysis: Does the report analyze advancements in inference throughput based on 2024-2025 benchmarks?
Does it include a radar chart comparing 4-5 key models across dimensions like TFLOPs, bandwidth, and cost-per-token using data from MLPerf 2025 results?
Market Dynamics and Competitive Landscape Evaluation: Does the report evaluate how NVIDIA has maintained over 80% market share amid US export restrictions?
Does it include a pie chart visualizing the 2025 GPU market share distribution among NVIDIA, AMD, Intel, and others?
Applications and Future Implications Proposal: Does the report propose 2-3 investment strategies for the foundry, supported by multi-source evidence?
Does it include a table contrasting competitive advantages in terms of pros, cons, and mitigation approaches from 2023-2025 industry reports?
Ethical and Regulatory Considerations Discussion: Does the report discuss concerns over AI proliferation and energy equity raised by advancements in GPU power?
Does it include a trend line graph of performance-per-watt improvements from 2023-2025?