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Industry InsightsDeep analysis of DeepSeek's open-source strategy: why it's the optimal survival play. From user growth and tech moats to national strategy, decoding Liang Wenfeng's vision.
Deep DivesDeep analysis of DeepSeek V4's core architecture: Hybrid Compressed Attention, Manifold-Constrained Hyperconnection, and MUON optimizer—how they cut inference costs by 10x and enable million-token context processing.
TutorialsA complete hands-on checklist of 110 embedded Linux projects covering audio/video, Rockchip platforms, smart home, and driver development — with clear learning paths from beginner to high-paying roles.
Product ReviewsA programmer used Cursor and AI tools to build 7 projects in one year—all failed. Real lessons on AI coding limits, demand validation, and product focus.
Industry InsightsGoogle DeepMind establishes a national-level AI partnership with Singapore, focusing on health, education, and sustainability. Analysis of strategic implications and Asia-Pacific AI ecosystem impact.
Industry InsightsAnthropic's white paper on US-China AI competition analyzes America's frontier AI lead, key challenges, and strategic paths to maintain advantage including chip controls and alliances.
Product ReviewsDeep dive into DeepSeek V4's three core innovations: Hybrid Attention for million-token context, Manifold-Constrained Hyperconnections, and MOM Optimizer. Pro model rivals Claude Opus 4.6 at 1/7 the cost.
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.
Deep DivesIn 2026, the AI industry shifts from generative to Agentic AI. Deep dive into GPT-5.5 agent capabilities, Claude's autonomous learning, Physical AI deployment, DeepSeek V4, inference optimization, and the global AI competition landscape.
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.
Tech FrontiersGoogle's new Aluminium OS leaked in a 16-minute video, revealing a full Android-based desktop OS for PC. It could challenge Windows, Chrome OS, and macOS.
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 Tencent's open-source AI platform Cube Studio, covering distributed training, LLM fine-tuning, inference deployment, VGPU virtualization, and domestic hardware support for enterprise MLOps.
Product ReviewsSwitchBot Bot Rechargeable drops to $26.99 for Mother's Day, over 20% off. This button robot smartifies traditional switches without replacing devices — the lowest-cost smart home entry point. Includes purchase links, promo code FORHER20, and use cases.
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 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.