GitHub’s recent outage, caused by an unexpected configuration change, prevented unauthenticated users in China from accessing the site from April 12 to 13 UTC, prompting widespread discussion and urging developers to consider the risks of relying solely on foreign code‑hosting platforms.
WeChat’s latest update introduces an enhanced floating‑window system, a built‑in job‑search function, a new star‑mark feature for quick access, and an AI assistant, all aimed at improving multitasking, productivity, and user interaction across iOS, Android, and HarmonyOS platforms.
The article analyzes the challenges of deploying large language models on cloud servers—such as latency, security, and constant connectivity—and explains how near‑memory computing architectures (PNM, PIM, CIM) can integrate storage and processing to enable efficient, high‑performance edge AI deployments, outlining the trade‑offs of each approach.
The article examines the often‑discussed 35‑year‑old career threshold in the tech sector, outlining three concrete challenges—salary trade‑offs, shifting life priorities, and rapid tech updates—while offering practical strategies such as team leadership, domain specialization, and clear communication to turn age‑related anxiety into sustainable growth.
This article compiles a market overview of 52 DeepSeek integrated machines, detailing GPU chips, price ranges from tens of thousands to millions, major Chinese cloud vendors, and diverse application scenarios such as intelligent customer service, data processing, and smart governance.
HDR Vivid, a Chinese HDR standard introduced by the CUVA alliance, expands dynamic range, color gamut, and bit depth with dynamic metadata, tone mapping, and saturation control, and is compared against HDR10, HDR10+, Dolby Vision, and HLG while detailing its technical advantages and current industry adoption.
The author shares practical experiences and reflections on using AI tools like Cursor and Claude 3.7 to develop a web application, highlighting the growing importance of demand analysis, workflow integration, and the nuanced impact of AI on software engineering jobs.
The 2024 Chinese server market grew to 505.8 billion yuan, up 10.4% from 2023, with Beijing leading procurement, a shift toward higher‑core CPUs, dominant x86 architecture, rising ARM presence, and emerging trends toward high‑performance, intelligent, green, and ecosystem‑driven servers.
DeepSeek’s three‑model LLM lineup—V3, R1‑Zero and R1—delivers high performance while cutting training expenses to under $600 k, a fraction of the $0.6‑1 B typical for comparable models, signaling a major shift in China’s AI compute demand and supply chain dynamics.
This newsletter curates five must‑read frontend articles covering AI‑driven development trends, Kuaishou's Vision platform for motion asset quality, common misconceptions about Electron, the rapid rise of pure ESM modules, and React's first native animation support, offering concise insights and data for developers.
A seasoned developer reflects on how reliance on AI for documentation, debugging, and code generation has quietly degraded core programming abilities, proposes a weekly "no‑AI" day to reclaim skills, and warns that our dependence on AI may be ten times greater than any productivity boost.
The article analyzes AI product commercialization, outlining subscription, API, advertising, and B2B models, practical rollout strategies, and the three key challenges of compute costs, data privacy, and market adoption, offering actionable insights for product managers and executives seeking profitable AI solutions.
The article analyzes DeepSeek’s recent breakthroughs—including its Mixture‑of‑Experts architecture, cost‑effective inference optimizations, high‑accuracy multimodal processing, and open‑source collaboration—while also offering a curated bundle of technical e‑books covering AI chips, networking, storage, and more.
DeepSeek’s ability to deliver top‑tier model performance on modest hardware sparked a US‑stock flash crash, challenged the high‑GPU demand narrative, and revealed unusually high salary tiers for AI researchers, prompting a reassessment of compute economics and talent compensation in the industry.
This article examines common perceptions about US software engineers—salary levels, job difficulty, work intensity, remote‑work requirements, and age‑related career risks—by summarizing anecdotal comments and publicly available data, while noting that higher pay does not automatically translate to a better standard of living.
An intern at ByteDance accidentally removed all sub‑GB machine‑learning models by deleting a parent directory with skip‑trash, prompting a P0 incident that sparked a massive internal discussion about model impact, flat‑management permissions, and the broader implications for AI operations.
This article examines the evolution of cloud computing, highlights latency, bandwidth, and security challenges, and explains how cloud‑native technologies and edge computing complement each other to deliver low‑latency, scalable, and secure solutions across industries such as gaming, manufacturing, smart cities, and healthcare.
MiniMax, a Shanghai‑based AI unicorn, has open‑sourced its MiniMax‑01 series featuring large‑scale linear attention, secured $600 million in funding, launched multimodal products like Talkie and Hailuo AI, and is positioning itself as a competitive force amid rising geopolitical tensions in the global artificial‑intelligence market.
This roundup highlights twelve standout Baidu Geek articles from 2024, covering breakthroughs in search personalization, high‑performance Go services, transaction reconciliation, login system evolution, AI‑native applications, microservice governance, caching algorithms, RLHF optimization, ClickHouse deployment, and more, each with concise recommendation reasons.
The article examines how large tech companies' rigid, execution‑focused culture stifles critical thinking and innovation, causing many highly educated professionals to feel frustrated, undervalued, and ultimately choose to leave for environments that better reward creativity and independent thought.
This guide outlines all the pre‑launch qualifications needed for a WeChat mini program—including cloud service setup, domain and ICP filing, developer account registration, merchant number acquisition, and service‑specific permits—so developers can avoid delays and streamline their launch process.
The January 2025 TIOBE Index reveals Python as the 2024 programming language of the year with a 9.3% growth, while C declines, C++ and Java surge, PHP exits the top ten, and Rust, Kotlin, and Go show varied trajectories, underscoring Python’s dominance across data science, web development, and automation.
The article explains why multi‑active (active‑active) architecture is essential for modern enterprises, outlines its evolution from single‑server setups, details core principles like redundancy and data synchronization, compares common deployment patterns, examines industry use cases, and discusses challenges and mitigation strategies.
GitLab announced that it will discontinue GitLab.com accounts for users in mainland China, Hong Kong, and Macau, offering a 60‑day migration window to the locally‑operated JiHu platform, sparking concerns about data integrity, compliance motives, and the broader impact on the Chinese open‑source ecosystem.
Over the past year the author examined AI‑assisted software engineering through research, product releases, and real‑world deployments, revealing modest efficiency gains, the importance of deterministic inputs, manual context injection, unified domain language, knowledge retrieval strategies, and the need for solid software‑engineering foundations before AI can add real value.
Broadcom’s market‑cap breakthrough past $1 trillion highlights its strategic push into AI ASICs, revealing how ASIC‑FPGA trade‑offs, collaborations with Google, and competition with Nvidia’s GPU ecosystem are reshaping the high‑performance computing landscape.
a16z partners forecast a broadly optimistic 2025 for technology, highlighting rapid AI-driven transformation, real‑time AI, AI‑native infrastructure, biotech breakthroughs, consumer‑tech advances, crypto innovations, gaming evolution, and enterprise‑fintech shifts, while also questioning the future of search and the rise of personal AI assistants.
This article analyzes Baidu’s vertical‑search architecture team’s one‑stop development platform, detailing the background challenges, the FaaS and SaaS mechanisms introduced, design decisions, performance optimizations, dynamic form and DAG visualisation, and the resulting cost reductions and productivity gains.
The article examines why programmers often avoid launching their own software products or projects, highlighting rapid internet growth, the low marginal cost of digital goods, market perception, and the challenges of turning code into a profitable business.
In a keynote at CCF HPC China 2024, Alibaba Cloud’s VP explains how diversified high‑performance computing workloads, elastic cloud resources, and the proprietary CIPU architecture are driving the shift to a data‑plus‑AI era across industries such as automotive, life‑science, and large‑model training.
A recent ByteDance programmer’s rant about being overwhelmed by relentless new‑technology hype sparked a wave of empathy among senior developers, highlighting how rapid iteration in internet companies pressures mid‑career engineers to balance experience with staying current, and offering practical ways to regain control.
This article reviews the evolution from 1G to 5G, explains the ITU’s 6G recommendations, and analyzes how deep integration of communication, sensing, computing, and artificial intelligence—through compute‑endogenous networks, AI‑native RAN, ISAC, and autonomous RAN—will shape the next generation of mobile networks.
The Blackwell GB200 series delivers a massive leap in AI compute power with 20 petaFLOPS FP4 performance, a dual‑chip N4P design, 192 GB HBM3E memory, modular MGX servers, and advanced copper DAC and liquid‑cooling solutions that together boost training speed up to 30‑fold over the H100.
The DeWu Tech Salon in Shanghai gathered over 220 participants and featured four expert talks on AI‑driven testing, simulation automation, precise testing platforms, and ad‑algorithm gray‑scale interception, offering concrete strategies and measurable gains for improving software quality and development efficiency.
At Computex 2024, AMD showcased its latest CPU, GPU, and AI‑accelerated technologies—including the high‑performance Zen 5 core, second‑generation XDNA NPU with 50 TOPS, the Ryzen 9000 consumer processor, the AI‑PC Strix Point platform, Versal AI Edge Gen 2, the upcoming MI‑series AI GPUs, and the new UA‑Link interconnect—highlighting the company’s roadmap for next‑generation computing and AI workloads.
The article examines Baidu Cloud’s large‑model‑powered digital police assistant “Yuanji,” detailing its deployment in Shijiazhuang, its voice‑enabled 24/7 Q&A capabilities, performance metrics, broader city rollouts, and the strategic AI partnership reshaping smart traffic management.
This article examines the 70‑year evolution of databases, explains how large‑model AI drives the rise of vector databases and Retrieval‑Augmented Generation (RAG), outlines the four‑stage RAG workflow, compares Baidu’s self‑built VectorDB with open‑source alternatives, and showcases real‑world deployments that highlight performance, scalability, and enterprise benefits.
This article traces the origins and evolution of CentOS, explains the shift to CentOS Stream, outlines the end‑of‑life schedule for CentOS Linux 7 and 8, and evaluates a range of alternative Linux distributions and domestic operating systems for enterprises seeking a replacement.
The article analyzes the rise of heterogeneous hardware as a new trend, explains the systemic challenges caused by the gap between single‑purpose hardware capabilities and diverse application needs, and outlines two research pathways—hardware aggregation and application‑driven feedback—illustrated with concrete examples such as GPUs, RDMA, NVM, HTM, and TEE/SGX.
Wikipedia, one of the world’s most visited sites with over 63 million articles, sustains its massive operation through modest user donations, a nonprofit foundation, and a volunteer‑driven open‑editing model that balances low transaction costs with marginal contributions to achieve remarkable growth and accuracy.
This article examines JD Retail's content compliance platform, detailing user‑facing problems, business‑level audit responsibilities, key performance metrics, operational workflows, and a technical case study on detecting price over‑pricing using comparable‑price models and large‑scale price prediction.
The article explains that Black Myth: Wukong is built mainly with C++ on Unreal Engine, outlines the engine's royalty model, and uses this case to highlight why Chinese developers favor Java and Python over C++, the challenges of low‑level software development in China, and the need for more domestic C/C++ talent.
Black Myth: Wukong has shattered Steam records, attracted massive social media buzz, secured Tencent investment, generated billions in revenue, and is now hiring multiple development and design roles, illustrating how a breakout game can drive both industry growth and talent demand.
The article examines 2024’s key AI developments—including California’s partnership with NVIDIA to boost AI education, novel robot‑training systems that bridge virtual and real worlds, and the growing deepfake threat—analyzing their societal impact and future implications.
The article explains how data‑center networking, once built from a handful of simple devices, now demands sophisticated layer‑2 and layer‑3 designs to meet higher performance and reliability requirements, and it outlines the evolving architectural patterns that will shape future data‑center networks.
The article explains what AI large‑model integrated machines are, why they are needed for data‑sensitive sectors, and presents market data showing a rapidly growing demand in China that could reach a trillion‑yuan scale, especially as domestic alternatives replace imported GPUs.
The article traces the lineage of Go’s technical leadership, explains Russ Cox’s shift to AI, and details the Oscar open‑source contributor‑agent architecture that uses large language models to automate maintenance tasks while preserving deterministic code execution.
Arm’s 2024 release of the X925 and A725 cores brings a 2+4+2 configuration on a 3 nm process, featuring a doubled fetch buffer, larger ROB, higher clock speeds, expanded cache options, and incremental micro‑architectural tweaks that together boost performance and efficiency amid growing competition from Apple and Qualcomm.
The article provides an in‑depth analysis of Ethernet switches, covering downstream data‑center demand, midstream brand versus manufacturing service dynamics, upstream ASIC market size, and three key industry trends such as white‑box decoupling, high‑speed port growth, and market concentration.
An insider reveals that Gaode Maps' traffic‑light countdown and green‑wave speed suggestions are generated by a proprietary algorithm—supported by a recent patent—rather than direct real‑time signal data, highlighting the role of big‑data analytics in modern navigation.
This article outlines the main directions for server performance tuning—CPU, memory, disk, and network—explains the typical workflow of metric collection, bottleneck analysis, and parameter optimization, and provides a curated list of recent CPU industry reports and technical resources.
The report analyzes the accelerating shift from x86 to ARM in AI‑enabled devices, covering architectural differences, market share dynamics, Apple’s successful ARM transition, Microsoft’s ARM ecosystem, Intel’s heterogeneous AI processors, rising memory demands, and future industry forecasts for 2024‑2027.
This article reviews five decades of Chinese database development, from the 1980s pioneering efforts and early hardships to the rise of domestic products, market perceptions, and the recent documentary series that chronicles the industry's milestones and future challenges.
After 14 years in China's tech sector, the author reflects on the industry’s golden decade, compares its rise and decline to civil engineering, examines current job market challenges, and argues that while the hype may fade, computing still offers the most promising career wave.
This article covers recent AI developments, big data challenges, and industry insights including AI course expansions, regulatory discussions, and tech company updates.
The article analyzes the computing characteristics and system challenges of domestically trained large AI models, outlines the shortcomings of current Chinese efforts, and proposes six strategic actions—including scaling compute, improving data management, building a national R&D team, and boosting funding and policy support—to accelerate China’s transition from following to leading in AI.
Celebrating ten years since its first GitHub commit, this article chronicles Kubernetes’s origins, key milestones, community growth, recent technical shifts such as the removal of in‑tree cloud providers, and future directions driven by AI workloads and evolving ecosystem initiatives.
The article analyzes the performance and storage bottlenecks of conventional memory, explains the principles, advantages, and challenges of PCRAM, MRAM, ReRAM, and FeRAM, and compares their commercialization status and suitability for emerging AIoT, 5G, and autonomous‑vehicle applications.
A comprehensive roundup of recent tech industry developments covering ByteDance's AI hardware plans, Google Cloud's large‑scale layoffs, Musk versus Yang Li‑kun's AI debate, OpenAI's potential restructuring, Siri's delayed AI upgrade, Pinduoduo's price‑matching tool, and several other notable corporate moves.
The LMSYS Chatbot Arena benchmark, using blind user voting and an Elo scoring system, placed China's Yi‑Large model among the top global large language models, detailing its methodology, ranking results, and the broader implications for the AI industry.
In the AI‑native era, Baidu's ad platform adopts a multi‑agent architecture that combines large and small LLMs, SOP‑driven workflows, long‑term memory, and vector databases to achieve high query accuracy, low latency, and significant business gains while tackling challenges such as hallucination, planning, execution, and personalization.
This article analyzes the challenges and solutions for constructing a super‑large GPU training cluster, outlining five fundamental design principles, a four‑layer plus one‑domain architecture, and practical considerations for hardware, networking, and operational reliability in AI workloads.
The article analyzes why GPUs continue to dominate AI model training, comparing them with ASICs, CPUs, and other chips, and discusses ecosystem advantages, domestic development gaps, emerging edge‑AI demands, high‑bandwidth needs, and chiplet technology as future enablers.
At the 3rd China International Software Development Conference, Baidu’s CTO Wang Haifeng highlighted the role of operating systems in the AI era, showcasing PaddlePaddle’s open‑source platform, the Wenxin large model’s efficiency gains, and the emergence of intelligent agents and code assistants.
This weekly roundup highlights major AI developments such as Google's restructuring of its AI team, Huawei's innovative camera technology, Microsoft's ambitious AI chip accumulation plan, OpenAI's cost‑reduction outlook, Meta's new Llama 3 models, and other notable industry news and expert opinions.
JD.com became the first Asian company to win the prestigious INFORMS Prize by leveraging AI‑powered, user‑centric supply chain innovations that deliver 95% of orders within 24 hours, scale assets to 153.8 billion yuan, and generate tens of thousands of daily logistics decisions.
The article analyzes the rapid evolution of AI servers, detailing the shift from general‑purpose to GPU‑enhanced AI hardware, the split between training and inference workloads, cost structures, forecasted compute needs for large models like GPT‑4, and the impact of US export restrictions and domestic competition on the global market.
The 2024 China “Hundred-Model War” report analyzes how ten major domestic large‑model vendors compete across five dimensions—team, product, infrastructure, ecosystem, and development—revealing that Baidu and Huawei dominate overall while others show niche strengths and growth opportunities.
The article analyzes current AI hardware options, explains why GPUs continue to dominate model training due to architectural compatibility, ecosystem support, and market maturity, and outlines emerging trends such as model miniaturization, optical interconnects, and chiplet technology that will shape the next generation of AI compute.
The article reviews the rapid emergence of high‑performance domestic databases such as OceanBase, TiDB, MaxCompute and TDEngine, outlines their development history, compares strengths and weaknesses, discusses suitable scenarios for TiDB, and forecasts future trends for China’s database ecosystem, while providing a curated list of further readings.
This article examines JD Retail's end‑to‑end large language model framework that combines supervised fine‑tuning, retrieval‑augmented generation, and ReAct‑based AI agents to overcome retail‑specific challenges, improve model accuracy, reduce hallucinations, and enable autonomous multi‑step business workflows.
A seasoned test developer shares a decade‑long journey, detailing the evolution from functional testing to test automation, the construction of a comprehensive quality assurance system, practical tools for repetitive problems, and personal reflections on perseverance, collaboration, and continuous learning.
The article analyzes the server ecosystem, detailing CPU, GPU, memory (including HBM), and SSD technologies, compares cost structures of conventional x86 servers with AI‑focused Nvidia DGXH100 systems, and explains how heterogeneous GPU‑based designs deliver superior performance and efficiency.
A former AI engineer recounts his startup’s motivations, early demos, setbacks from emerging competitors like DALL·E 3, a modest product release, and the looming uncertainty faced by small AI companies in the fast‑moving visual generation landscape.
This article dissects the NVIDIA DGX A100 AI server, detailing its five major hardware sections—fan module, storage, GPU board, CPU motherboard, and power module—and quantifies the PCB area and monetary value of each component to reveal where the true upgrade value lies.
This article provides a concise overview of China’s Xinchuang (information technology innovation) ecosystem, explaining the roles and classifications of operating systems, middleware, databases, and firmware, while highlighting global OS market shares and the strategic importance of each layer for national information security.
The article reviews the arXiv paper “Divide and Conquer: Towards Better Embedding‑based Retrieval for Recommender Systems from a Multi‑task Perspective”, explaining how grouping candidates, balancing easy and hard negatives, and using multi‑interest user vectors can improve recall performance in large‑scale recommendation pipelines.
This article provides a comprehensive overview of Ethernet switches, covering their definition, multiple classification dimensions, typical deployment scenarios in campus, enterprise, and data‑center environments, component composition, the shift from black‑box to white‑box solutions, and the key market drivers and challenges shaping the industry.
Despite the surge in AI investments, IDC data shows that high‑speed Ethernet continues to outpace InfiniBand in data‑center switch sales, with strong growth in both revenue and port shipments across DC, campus, and edge markets in Q3 2023.
Software-defined storage (SDS) combines distributed and virtualization technologies to decouple storage software from hardware, offering flexible scaling, higher utilization, and a market dominated by a few Chinese vendors, while outlining its architecture, benefits, and competitive landscape.
This article compiles official specifications and benchmark data to compare Nvidia’s mainstream GPUs (L2, T4, A10, A10G, V100, A100, A800, H100) with Huawei’s Ascend series (910B, H20/L20), highlighting performance differences, inter‑GPU bandwidth via NVLink versus HCCS, and key takeaways for AI workloads.
On November 25, Dewu Technology hosted an SRE Stability Engineering salon in Hangzhou where experts from Alibaba, Tencent, Ant Group and Dewu shared practical insights on C‑end link reliability, Alibaba’s system stability operations, Tencent Game’s cloud‑native SRE practices, and Ant Group’s chaos engineering, concluding with a Q&A and resource distribution.
The article examines how the massive rollout of 5G creates complex radio‑network challenges and how AI/ML, combined with O‑RAN standards and open‑ecosystem xAPP/rAPP architectures, can accelerate self‑intelligence in wireless networks, improve performance, reduce energy consumption, and pave the way for future large‑model‑driven automation.
This article systematically outlines the e‑commerce product team's responsibilities, the users and consumer pain points it addresses, the core technical challenges such as high‑concurrency reads/writes and AI‑driven automation, and the innovative solutions the team has implemented to keep the product domain healthy, efficient, and intelligent.
An in-depth look at the advertising conversion funnel explains each stage, compares CPM, CPC, CPI and CPA billing models, outlines how platforms use look-alike algorithms, and details the logic of selecting timely in-app callback events and related-behavior analysis to boost conversion rates.
The 2023 “DNS+ Development White Paper” released by Alibaba Cloud, the China Academy of Information and Communications Technology, and Tsinghua University outlines how the DNS ecosystem is evolving into a broader network identifier platform, driven by cloud, IPv6, AI, and governance challenges, and why continuous innovation is essential.
This article traces Baidu Search’s 20‑year evolution, outlines its six generational shifts, explains the AI‑native reconstruction of the product, details the diverse product lines and rigorous evaluation framework, and maps the career growth path and skill expectations for search product managers.
The article reviews Baidu's 2023 generative AI initiatives, details the inaugural Baidu Commercial AI Technology Innovation Competition co‑hosted with the China AI Society and NVIDIA, highlights winning teams' technical approaches in conversion prediction and inference optimization, and shares insights from industry leaders on future AI talent and innovation.
The July 18, 2023 JD & Baidu Frontend Technology Salon in Beijing gathered industry experts to share practical insights on large language model applications, cross‑platform rendering, lightweight dynamic frameworks, KMM mobile development, AI‑native product design, and smart frontend efficiency solutions.
This article analyzes the rise and recent slowdown of the metaverse, explores enterprise‑focused applications, outlines a five‑step “scene‑goods‑people” framework for building digital‑twin‑driven virtual environments, and discusses technical and operational challenges for sustainable enterprise metaverse ecosystems.
The article examines how high‑quality data, robust privacy protection, and blockchain‑enabled trust infrastructure are essential for unlocking the value of AI models, citing market forecasts, examples from smart‑car and fintech firms, and the growing Chinese big‑data market through 2026.
In this expert roundtable, leading researchers and engineers discuss the current state of recommendation systems, how large language models can reshape the field, the technical and practical challenges involved, and practical advice for practitioners looking to adopt AI‑driven personalization solutions.
This article outlines JD’s systematic three‑phase strategy—normalization, refinement, and integration—to ensure robust quality, efficient resource utilization, and seamless cross‑team collaboration during the high‑stakes 618 shopping festival.
This article analyzes the development of hyper‑converged infrastructure (HCI), its relationship with software‑defined storage, the shift toward hybrid cloud architectures, and the technical considerations for adopting SDS appliances in enterprise environments.
This article chronicles Jackson Greathouse Fall's six‑day experiment where he gave GPT‑4 $100, used it as an AI co‑founder to buy a domain, build a niche affiliate site, create a logo with DALL·E, hire writers, run ads, and ultimately claim a $25,000 valuation, while analysing the practical limits and potentials of AI‑driven entrepreneurship.
An in‑depth comparison of nine popular log‑management solutions—including Filebeat, Graylog, LogDNA, the ELK stack, Grafana Loki, Datadog, Logstash, Fluentd, and Splunk—covers their core features, pricing models, advantages, and drawbacks, helping readers choose the right tool for centralized logging and analysis.
The CCF C³ event at Xiaohongshu gathered leading researchers and industry experts to dissect the latest advances, challenges, and future opportunities in intelligent recommendation and search, including multimodal content handling, decentralized distribution, cold‑start solutions, and the impact of large language models.
The article analyzes China's automotive simulation market—covering CAD, CAE, and CAM technologies, their roles in product design, performance analysis, and manufacturing, projected growth from 33 billion yuan in 2021 to 77.8 billion yuan by 2026 with a 15.4% CAGR, key players, supply‑chain structure, and future challenges.
Tencent’s 2022 R&D report shows that three‑quarters of its staff are developers, with over 7,000 new projects, 29.4 billion new code lines, and a 60 % reduction in build time after moving to cloud‑native DevOps, while Go tops language usage and open‑source contributions exceed 80 %.
On March 10, Shanghai’s telecom and internet regulators held a summary conference for the 2022 “Panshi Action” cyber‑attack‑defense drill, where Xiaohongshu ranked third among 123 defending teams, earning awards for excellence and progress while showcasing its incident‑response and traceability capabilities.
