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Deep analysis of why teams build custom C/C++ inference engines instead of using PyTorch or TensorRT, exploring performance, minimal dependencies, and long-term maintenance tradeoffs.

Jensen Huang's first tweet backs AI open source, but behind it lies NVIDIA's deep anxiety over CUDA ecosystem displacement. We analyze why open-source models matter and what's really at stake.

A hands-on guide to LLM fine-tuning: from understanding model weights to local Qwen3 deployment, dataset preparation, and domain-specific training. Build a complete AI engineering skill set.
4 Alternatives for Running CUDA on Non…
A deep dive into running CUDA on non-NVIDIA hardware (AMD, Intel): comparing ROCm/HIP, ZLUDA, SYCL/oneAPI, and OpenCL across principles, use cases, and limitations.

DeepSeek is entering AI chip development, targeting compute autonomy. This article analyzes its motivations, software-hardware synergy, chip R&D challenges, and impact on China's AI vertical integration.

Tencent Hunyuan HY3 official version is open-sourced under Apache 2.0, priced as low as 1 yuan per million input tokens, with major gains in agents, reasoning, coding, and long context. On the same day, Meituan open-sourced its trillion-parameter LongCat 2.0.

Huawei HDC unveils Pangu 2.0 full open source and HarmonyOS 7 system-level Agent capabilities. Deep analysis of sparse architecture efficiency, on-device 30B models, and the Agent gateway battle.
Industry InsightsChina's internet giants collectively increase AI CapEx as computing infrastructure shifts from expectations to delivery. Analysis of six key beneficiary sectors including AI data centers, chips, and storage.
Product ReviewsDeep dive into Cube Studio, Tencent Music's open-source one-stop AI platform, covering architecture design, distributed training, large model fine-tuning and inference, and domestic chip adaptation.
Product ReviewsDeep dive into Tencent Music's open-source Cube Studio cloud-native AI platform, covering distributed training, LLM fine-tuning & inference, Pipeline orchestration, and domestic hardware adaptation.
Product ReviewsDeep dive into Tencent Music's open-source Cube Studio cloud-native AI platform, covering Notebook development, Pipeline orchestration, distributed training, LLM fine-tuning, inference deployment, and domestic hardware adaptation for full MLOps lifecycle.
Product ReviewsDeep dive into Cube Studio, Tencent's open-source cloud-native AI platform covering the full MLOps lifecycle from data labeling to large model training and inference deployment.
Product ReviewsDeep dive into Tencent Music's open-source Cube Studio cloud-native AI platform, covering distributed training, LLM fine-tuning, vLLM inference, VGPU virtualization, and Huawei Ascend adaptation.
Product ReviewsDeep dive into Tencent's open-source AI platform Cube Studio, covering distributed training, large model fine-tuning and inference, Pipeline orchestration, VGPU virtualization, and Huawei Ascend support for enterprise cloud-native MLOps.
Product ReviewsDeep dive into Cube Studio, Tencent Music's open-source cloud-native AI platform covering distributed training, LLM SFT/RLHF fine-tuning, vLLM inference, VGPU virtualization, and domestic chip adaptation for complete MLOps workflows.
Product ReviewsDeep dive into Tencent's open-source Cube Studio: architecture, large model training/fine-tuning, vLLM inference, distributed training ecosystem, Ascend adaptation, and VGPU compute management for enterprise MLOps.
Product ReviewsIn-depth analysis of Cube Studio, Tencent Music's open-source cloud-native AI platform covering distributed training, DeepSeek fine-tuning, vLLM inference, VGPU management, and Huawei Ascend support.