Reports
AI-generated structured vendor updates
NVIDIA Tops Data Center Ethernet Market: GPU Compute Dictates Network Architecture
IDC reports NVIDIA captured 21.5% of the data center Ethernet switch market in Q1 2026, with $2.1B revenue. This milestone, driven by the Spectrum-X platform using RoCE and NVLink, marks a control shift where GPU compute dictates network architecture, directly challenging Cisco and Arista.
Huawei Ascend 910C Trains 1.6T-Parameter MoE Model: First Full Pipeline on Domestic AI Chips
Huawei, in collaboration with research institutes, completed full-parameter post-training of DeepSeek-V4-Pro (1.6 trillion parameters, MoE) on an Ascend 910C cluster. Key metrics: stable 1,500 steps on 1,000 cards, 30% compute utilization, 14% operator efficiency gain, zero reliance on foreign GPUs. This marks the first end-to-end trillion-parameter training loop on domestic chips.
SK Hynix HBM4E Samples: 3nm Logic, 384GB/GPU, Igniting AI Memory Bandwidth Arms Race
SK Hynix has sampled its 12-layer HBM4E, featuring TSMC 3nm logic die and enhanced per-pin bandwidth, targeting Nvidia Rubin Ultra with 384GB per GPU. This marks the start of a sprint with Samsung in next-gen AI memory, where HBM BOM share has surged to 65-70%.
NVIDIA Absorbs Groq LPU: Feynman GPU to Integrate SRAM Inference Tile, Hybrid Architecture by 2028
NVIDIA secures Groq's LPU inference technology via a non-exclusive license and key hires, planning to integrate large SRAM tiles into its 2028 Feynman GPU using TSMC SoIC hybrid bonding. This enables deterministic scheduling and 80TB/s on-chip bandwidth, shifting NVIDIA from a pure GPU vendor to a hybrid inference/training platform.
NVIDIA Tops Data Center Ethernet Switch Market: AI Factory Reshapes Networking Landscape
IDC reports NVIDIA as the #1 data center Ethernet switch vendor in Q1 2026 with $2.1B revenue (+192.7% YoY). This is driven by the Spectrum-X platform, a vertically integrated ecosystem of Spectrum switches, BlueField DPUs, and LinkX cables, purpose-built for AI GPU clusters, signaling a fundamental shift from general-purpose to AI-optimized networking.
Intel Lands Google TPU Package Order: Foundry Pivot Gains Traction, TSMC Still Core
Intel secured a multi-million unit order for Google TPU packaging using its EMIB-T technology, marking its largest external AI chip deal. However, analysts caution the order is primarily for packaging, not wafer fabrication, with TSMC retaining the core manufacturing role.
SGLang 0.5.13 Delivers 25x MoE Inference Speedup via Predictive Routing and Sparse KV Cache
SGLang 0.5.13 introduces two-stage MoE routing prediction and sparse KV cache, achieving a 25x inference speedup on NVIDIA GB300 NVL72. Benchmarks on A100 show 65% throughput gain, 40% latency reduction, and 62% lower routing overhead. This optimization directly attacks the core bottleneck of MoE inference, potentially reshaping AI inference economics.