The article outlines China’s newly released "AI+" action plan, detailing its three‑stage development targets through 2027, 2030 and 2035, six priority initiatives, eight foundational support capabilities, and the expected impact on the AI industry and broader economy.
The new a16z Global Top 100 Generative‑AI Consumer Apps report shows Chinese products capturing a large share of both web and mobile rankings, highlights DeepSeek’s slowdown, Grok’s surge, Google’s fresh entries, and suggests the AI ecosystem is stabilising while China’s firms gain a clear competitive edge.
Elon Musk claims xAI will soon outpace most rivals, yet the real threat comes from Chinese firms whose superior power supply and hardware manufacturing give them a decisive advantage in the global AI competition, reshaping the industry's infrastructure dynamics.
At the 2025 China Internet Conference, 360 joined the launch of the Intelligent Agent Innovation Promotion Plan, outlining a five‑level agent framework, showcasing high‑performance L3/L4 agents, and pledging to leverage its AI and security expertise to drive a collaborative intelligent‑agent ecosystem in China.
The 2025 H1 AI Core Achievements and Trends report reveals how agents are reshaping productivity, models are gaining inference power and becoming smaller, reinforcement learning is overtaking pre‑training, and industry competition is intensifying, with China and the US narrowing their technology gap.
The Q2 2025 State of AI report analyzes Chinese AI labs’ rapid progress across language models, open‑source weights, and multimodal generation, showing a shrinking performance gap with US leaders, detailed benchmark scores, ecosystem classifications, and emerging competitive dynamics.
A fabricated Google China announcement sparked massive online buzz in August 2025, but official denials revealed it as a rumor, highlighting why expectations for a search comeback clash with regulatory realities and the company's actual enterprise presence in China.
This article examines the definition, market size, value chain, key players, and future outlook of AI modules in China and worldwide, highlighting their role in edge AI, AIoT growth, and the emerging 5G‑AI ecosystem.
The 2025 Global AI Agent Industry Insight Report forecasts a market worth $5 billion in 2025 and $47.1 billion by 2030, outlines the technology definition, analyzes China’s pivotal role, compares overseas and domestic players, showcases benchmark cases, and highlights future demand splits and technical bottlenecks.
The 2025 China AI Application Development Report, jointly released by China Central Television and Alibaba Cloud Research Institute, outlines a new "654" framework, highlights six major technology trends, five emerging application scenarios, a four‑force industry model, and offers policy recommendations to accelerate AI adoption across the nation.
A detailed look at the 2025 campus recruitment total compensation packages for development roles at China's top ten internet companies, highlighting differences in base salary, housing subsidies, stock, and bonuses across firms like Tencent, Alibaba, Xiaomi, and others.
This article examines the 2025 campus recruitment compensation for development roles at China's leading internet firms, comparing base salaries, bonuses, housing subsidies, and total first‑year packages across companies like Tencent, Alibaba, Xiaomi, Pinduoduo, Meituan, NetEase, JD.com, Ctrip, Kuaishou and Tencent Music.
This article compares China and the United States across infrastructure, cloud computing, artificial intelligence, key technologies, innovation ecosystems, and standards, highlighting each nation's strengths, strategic approaches, and the evolving balance of competition and cooperation in global technology development.
Gartner's 2025 China AI Top Ten Trends report outlines ten key directions—including open‑source GenAI models, self‑built strategies, agent AI, frugal solutions, engineering focus, collaborative defense, talent growth, ubiquitous adoption, inclusive ecosystems, and data‑driven AI—while providing forecasts through 2030.
A 90‑born programmer created illegal video‑transfer software that bypassed watermark and originality checks on platforms like TikTok and Kuaishou, earning over 7 million yuan in less than a year before being sentenced to three years in prison, highlighting a criminal supply chain in China’s short‑video industry.
This article traces the evolution of global supercomputing—from early US and Japanese initiatives to Europe’s coordinated investments—and details China’s rapid development of successive supercomputer generations, highlighting landmark systems such as SGI Power Challenge XL, Dawning‑2000, DeepComp series, the “元” platform and the “东方” machine, as well as homegrown high‑performance software like HPSEPS and HPLES.
Volcano Engine, ByteDance’s cloud arm, is rapidly reshaping China’s cloud computing landscape by achieving record revenues, capturing a dominant share of large‑model token usage, and leveraging aggressive low‑price strategies to challenge Alibaba, Huawei, Tencent and Baidu.
The Chinese AI server market is booming, with GPU servers still dominant while non‑GPU accelerators surge, IDC forecasts a compound annual growth above 20% through 2028, and leading vendors such as Inspur, H3C, and emerging Ascend‑based manufacturers reshaping the competitive landscape.
The article analyzes China’s rapidly expanding AI server market, highlighting a 63% YoY growth to $5 billion in H1 2024, the dominance of GPU servers, the surge of non‑GPU accelerators, competitive dynamics among major vendors, and the rising influence of Ascend‑based ecosystems worldwide.
This guide thoroughly explains China's ICP domain filing process—from initial provider review to the communications authority's final approval—detailing each procedural step, DNS resolution impacts, cloud provider policies, technical workarounds, best practices, and scripts to help developers ensure compliance and smooth deployment.
A coordinated overseas cyber‑attack breached a Guangzhou tech firm's self‑service equipment backend, causing hours of service outage, data leakage, and significant losses, prompting swift police investigation, evidence preservation, and a detailed technical analysis of the attackers' methods.
The article analyzes China’s rapid expansion of intelligent computing centers, covering market forecasts, government policies, regional deployment patterns, major telecom operators' strategies, the industry value chain, and future trends that together signal a sustained surge in AI‑focused compute infrastructure across the nation.
The article details how the Shenzhen Stock Exchange successfully passed both international ITU DevOps and domestic DevOps standards assessments, highlighting the role of China’s Information Communication Research Institute, the six key capability areas evaluated, and the broader push for standardization in China’s digital finance sector.
This article details China’s 2024‑2027 information‑standard action plan, CAICT’s dual ITU‑DevOps evaluation, Galaxy Securities’ successful Level‑3 Continuous Testing certification for two core platforms, and an in‑depth interview revealing the practical benefits, challenges, and future roadmap of adopting DevOps standards in the financial sector.
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.
This article provides a comprehensive analysis of the divergent AI development paths of the United States and China, covering policy, hardware, software ecosystems, market scale, and future competitive dynamics, and highlights the strengths, weaknesses, and strategic challenges each side faces in the global AI landscape.
This article analyzes the Xinchuang hardware ecosystem and server industry from 2024 to 2026, covering supply‑chain structure, shipment growth, market share, competitive tiers, downstream application demands, and the technical and ecological challenges that hinder full domestic substitution.
The article analyzes recent U.S. export restrictions, AI‑chip shipment data, rapid growth in China’s CPU market, the rising share of domestic processors, and the accelerating adoption of indigenous server, storage, and autonomous‑driving chips, highlighting a projected surge in the Chinese innovation ecosystem by 2027.
The article analyzes recent national and local policies shaping China’s data‑element market, outlines the development of data infrastructure and trusted data spaces, examines public data resource initiatives, and offers strategic considerations for financial institutions navigating this evolving regulatory landscape.
UnionTech UOS has become the dominant Chinese Linux desktop OS, with over 6 million installations, broad hardware support across x86, ARM and RISC‑V, a growing software ecosystem, and AI‑enhanced features, yet it still faces challenges such as ecosystem completeness, user migration, innovation pressure, and policy‑driven market balance.
The 2024 Chinese Two Sessions emphasized artificial intelligence as a strategic priority, discussing AI safety regulations, industry applications, talent shortages, and policy proposals from leaders such as DeepSeek, Xiaomi, and academic experts, highlighting the drive to integrate AI across manufacturing, agriculture, healthcare, and education.
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.
Amid a global digital surge, 45% of China’s central state‑owned enterprises have deployed the DeepSeek large‑model platform, rapidly integrating AI across energy, power, telecom, construction and other sectors to boost intelligent transformation and operational efficiency.
This article analyses China's 2024‑2026 information‑technology innovation (信创) hardware market, forecasting a 7.9‑trillion‑yuan size, examining CPU instruction‑set trends, licensing models, and the strategies of six domestic CPU vendors, while comparing their ecosystem compatibility and market prospects.
The article outlines China’s newly restructured financial regulatory framework—centered on a single central committee, the People’s Bank, a dedicated bureau and council—detailing its party‑state leadership model, key institutions, historical evolution, and the implications for stable financial governance.
Chinese tech giants Huawei and Alibaba respond to President Xi’s call for stronger innovation, with Huawei showcasing its HarmonyOS and server‑grade Arm processor while Alibaba unveils the Qwen 2.5‑Max large language model that outperforms leading Western AI systems on multiple benchmarks, highlighting China’s accelerating AI ambitions.
The report traces virtualization from its 1959 concept to modern KVM and VMware solutions, outlines four technology paths, classifies vendors, presents 2023 market size of ¥4.97 billion with a 14.7% YoY growth, and forecasts a 15.4% CAGR to reach ¥7.57 billion by 2026 while highlighting key trends such as security, multi‑architecture compatibility, software‑hardware decoupling, and hybrid container‑virtualization deployments.
Amid the global AI arms race sparked by ChatGPT, Chinese firms leverage massive user data, extensive infrastructure, and pragmatic, scenario‑driven innovations—ranging from specialized voice models to logistics drones—to carve a competitive edge against the compute‑rich, data‑dominant tech giants of the West.
After a winter break surge, DeepSeek AI models have been swiftly adopted across Chinese universities, enabling local deployments for teaching, research, and campus services, while facing bans and security concerns abroad, highlighting both rapid domestic integration and international challenges.
Apple’s recent decision to partner with Alibaba as its AI collaborator in China reflects the iPhone’s sales slump, regulatory pressures, and Alibaba’s superior large‑model performance, cloud infrastructure, and compliance expertise, a move that could boost Apple’s market share while propelling Alibaba Cloud’s revenue and showcasing China’s rising AI capabilities.
The article examines Tencent's 8.25 billion‑RMB sale of a 30% stake in Beijing Yonghang Technology, the developer of QQ Dance, to China Ruyi, detailing the deal structure, company valuations, strategic motives, and the broader impact on both firms and the Chinese gaming market.
An analysis of recent official and third‑party statistics reveals that China’s software developer population exceeds 9.4 million, while global estimates vary widely, prompting a discussion on data discrepancies, growth projections, and the shift from quantity to quality in the nation’s IT workforce.
This report systematically reviews the key technologies, innovations, and performance of leading Chinese AI large language models—including DeepSeek, Kimi, and Qwen2.5—detailing their architectures, training methods, multimodal capabilities, and comparative evaluations against each other and foreign models.
The article examines official Chinese developer counts, compares them with global estimates from Evans Data and JetBrains, performs back‑of‑the‑envelope calculations, highlights the large discrepancies, and discusses what these numbers imply for the future of software development in China.
Within just 20 days of launch, DeepSeek has amassed over 20 million daily active users, secured support from China’s four major cloud providers and leading global chip makers, and sparked a wave of AI ecosystem development that highlights both market potential and technological collaboration across the industry.
The article examines the AI compute chip ecosystem—covering GPUs, FPGAs, and ASICs like VPU/TPU—highlights market share trends, key performance metrics such as TOPS, power and area, and provides a detailed overview of leading global and Chinese manufacturers and their flagship products.
The article analyzes the US‑China large‑model race, detailing algorithmic and architectural strengths of OpenAI, Google and Microsoft versus Chinese innovations like Doubao 1.5, MiniMax‑01 and Vidu, and projects a timeline from 2025 to 2033 for China to close the gap.
The article explores the evolution, architecture, and massive scalability of China’s 12306 railway ticketing system, highlighting its real‑time processing, distributed three‑tier design, historical development from Unix to modern CS platforms, and the unique challenges that make it one of the world’s most robust backend systems.
The fourth part of a four‑article series provides a detailed analysis of six Chinese CPU manufacturers—Huawei Kunpeng, Phytium, HaiGuang, Zhaoxin, Loongson, and ShenWei—covering their processor architectures, product lineups, key performance metrics, recent releases, and future development plans up to 2026.
This article provides a comprehensive analysis of China's Xinchuang hardware ecosystem from 2024 to 2026, covering the server supply chain, shipment volumes, market share, competitive tiers, application demands, and the technical and ecological challenges that shape the industry's future.
On June 30, 2026, Akamai will shut down its CDN operations in China, directing remaining traffic to neighboring countries while offering migration paths through Tencent Cloud and Wangsu, and the article explains CDN fundamentals, China’s network landscape, Akamai’s history, and community reactions to the change.
Akamai will cease its CDN services in China on June 30, 2026, partnering with Tencent Cloud and Wangsu for migration, while industry experts discuss the technical challenges, geopolitical factors, and the impact on regulated and non‑regulated sectors.
The XiangShan open‑source RISC‑V processor, praised for its ARM‑level performance and detailed micro‑architecture, has sparked worldwide discussion after a George Hotz tweet, highlighting China’s systematic development of a high‑performance, community‑driven CPU project that began in 2019 and continues to evolve.
The article reviews the historical development, distributed architecture, high‑concurrency handling, and operational challenges of China's 12306 railway ticketing platform, highlighting its evolution from early Unix‑based systems to the modern large‑scale, real‑time service that supports hundreds of millions of users during peak travel periods.
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.
An in‑depth look at the evolution of China’s 12306 railway ticketing platform, tracing its origins from early Unix‑based reservation software through successive upgrades, distributed architectures, massive concurrency handling, and the unique centralized design that makes it one of the world’s most robust high‑traffic web systems.
The article examines China’s 12306 railway ticketing platform, tracing its evolution from early Unix‑based reservation software to a massive, real‑time, three‑tier distributed system that handles billions of requests during peak travel periods, highlighting its architectural challenges, high‑concurrency solutions, and unique national centralization.
This article provides a comprehensive overview of Chinese invoices, covering legal definitions, paper and electronic forms, basic copies, content fields, lifecycle stages, classification of VAT and ordinary invoices, the distinction between full‑electronic and digital invoices, and their practical use in fintech solutions such as OCR and third‑party verification platforms.
The Chaoyang District People's Court in Beijing found that a technology company illegally scraped the "congestion delay index" from a navigation map, used it for commercial purposes, and ordered it to stop the infringement and pay a total of 12.5 million yuan in damages, highlighting the legal protection of competitive data rights.
China Pacific Insurance’s chief technology expert and senior security manager discuss how their flagship e‑commerce platform achieved the DevSecOps security delivery level‑2 assessment, the challenges faced, cultural and procedural changes implemented, and the measurable benefits of aligning with both ITU international and domestic standards.
The article provides a detailed, informal yet informative overview of the evolution, architecture, and massive scale challenges of China’s 12306 railway ticketing platform, tracing its roots from early Unix‑based systems to modern distributed backend solutions handling billions of requests during peak travel periods.
The speech outlines the rapid rise of generative AI models, traces the historical evolution of computing technology, examines AI safety risks and regulatory responses, and proposes strategic pathways for China to advance intelligent computing through open, closed, or hybrid ecosystems while addressing talent, hardware, and cost challenges.
The 2024 InfoQ developer portrait shows China's developer pool reaching 20.67 million with a 2.5% growth, highlights internet finance as the top tech application, outlines developers' preference for listed internet firms, and details the rising technical skill challenges, learning habits, and career paths shaping the industry.
The article explains how the newly approved national cloud‑HPC standard, co‑created by Alibaba Cloud and the China Electronics Standardization Institute, addresses resource limits, reduces costs, and guides industry adoption across sectors such as automotive, semiconductor design, and weather forecasting.
China’s market regulator has opened an antitrust investigation into Nvidia over alleged breaches of its 2020 Mellanox acquisition commitments, and analysts estimate that, based on the country’s Anti‑Monopoly Law, the company could be fined anywhere from $1 billion to as much as $50 billion, depending on the severity of the violation.
The 2024 CNNIC Generative AI Report reveals that 2.3 billion Chinese users (16.4% of the population) are engaging with AI tools, with Baidu’s Wenxin Yiyan leading the market at 11.5% share and dialogue‑based applications capturing 62% of usage.
This article compiles the monthly central government procurement results for domestic AI chips in China from June to November 2024, sourced from the Central State Procurement Center, highlighting the difficulty of gathering scattered data and providing clear tables for each month.
The 2023 average wage statistics for Chinese provinces show that urban non‑private units in Beijing and Shanghai lead with salaries above 218,000 yuan, while private sector wages lag, highlighting stark regional disparities between affluent coastal areas and less‑developed inland regions.
In 2024, despite a global slowdown in generative AI hype, China's AI market accelerates with rapid application deployments, emerging industries like embodied intelligence and autonomous driving, and a maturing ecosystem that shifts AI from hype to tangible industrial impact.
The Chinese national standard GB/T 44109‑2024, the Information Technology Big Data Data Governance Implementation Guide, will be enforced on December 1 2024, offering a comprehensive framework and practical methods to help industries plan, execute, evaluate, and improve data governance in big‑data environments.
This article provides a comprehensive analysis of China's AI server industry, covering upstream component markets, midstream shipment and revenue trends, downstream application demand, server classifications, major players, and future policy and technology drivers, all backed by recent market data and charts.
The 2024 Xinchuang (domestic IT innovation) industry white‑paper reveals a rapidly expanding market worth trillions of yuan, outlines the four major domains and fifteen sub‑sectors, analyzes hardware, software and cloud segments, presents the Top‑100 ranking methodology, and forecasts future policy‑driven growth trends.
This article chronicles the evolution of domestic Chinese mobile operating systems—from the early 2000s feature‑phone experiments, through the Android‑based custom ROM era, to the recent push for fully self‑developed platforms like HarmonyOS—highlighting key players, milestones, and the challenges that shaped the market.
The article details China Aviation Information Network's successful dual certification in ITU DevOps international and domestic standards, highlighting the evaluation process, measurable improvements in pipeline alerts and deployment success, and expert insights on the future of DevOps in the aviation sector.
This article traces the evolution of Chinese operating systems from the early research era in the 1960s through the first and second waves of domestic Linux distributions, examines government policies and market dynamics, and discusses recent trends such as multi‑architecture support, root community building, and the ongoing debate over true国产 (indigenous) status.
HaiTong Securities successfully passed both the international ITU DevOps and domestic DevOps standards assessments, showcasing advanced IT operations, automation, and micro‑service architecture, while sharing detailed insights from its project leaders on implementation, benefits, and future DevOps plans.
From the 1925 driverless “American Wonder” to today’s AI‑driven robotaxi wars, the article traces the historic roots, recent breakthroughs by Waymo, Tesla and Baidu, and analyzes China’s Luo Bo platform, market forecasts, competitive dynamics, and the strategic challenges facing the global autonomous‑driving industry.
This report provides a comprehensive overview of the 2024 Chinese AI Agent industry, covering the definition and core architecture of AI agents, human‑AI collaboration modes, key features and classifications, market size forecasts, ecosystem players, business models, and emerging development trends.
After a nationwide outage of Docker image registries since June 6, recent ping tests show that get.docker.com and download.docker.com are now reachable in China, offering developers restored access without VPNs, though the article also includes a promotional Python course invitation.
The 2024 Chinese server CPU industry overview reveals a rapid market expansion driven by data‑center growth and the Xinchuang initiative, outlines the dominance of X86 and ARM ecosystems, details recent market size and forecast figures, and analyzes competitive strengths, ecosystem maturity, and instruction‑set autonomy among domestic vendors.
The article reviews the rapid rise and recent slowdown of Chinese large‑model startups—often called the “six tigers”—examining their product differentiation, heavy marketing spend, funding achievements, internal personnel changes, and the broader challenges they face in both B‑side and C‑side AI markets in 2024.
Testing 150 popular domains from four Chinese cities shows OneDNS public version consistently leads with 9‑19 ms latency, followed closely by Alibaba DNS, while 114DNS, Tencent DNSPod and 360DNS lag behind, prompting users to seek free alternatives as Alibaba’s unlimited service becomes paid.
This article traces the evolution of databases from early theoretical research through commercial, open‑source, and cloud eras, highlights China's rapid rise in the field, and explains why databases remain the indispensable foundation of modern software.
The article presents a detailed overview of the average monthly salary of Shenzhen Youke Interactive Technology Co., the developer of "Black Myth: Wukong," and breaks down reported compensation for technical, design, operations, and HR positions, supplemented by visual data and current job openings.
IBM China abruptly removed access for more than a thousand research and testing staff, signaling a sudden, large‑scale layoff that coincides with the company's aggressive push into generative AI, cloud services, and a broader global restructuring effort.
Applying the technology flywheel theory, this article analyzes how technological singularities, market demand, and financial support can accelerate the development of mathematical modeling education in China, predicting its integration into high‑school exams and a curriculum shift toward interdisciplinary practice.
This article provides a free programmer book download and presents a detailed analysis of salary ranges across leading Chinese internet firms, highlighting eight salary brackets, the proportion of employees in high, medium, and low salary segments, and includes benchmark charts for company levels.
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 2024 XOps Forum in Beijing showcased a new era of smart operations, unveiling a record‑breaking AIOps survey that highlights rapid investment growth, rising adoption of large language models, evolving maturity levels, and key challenges such as model accuracy and data quality across Chinese enterprises.
The 2024 automotive SoC report breaks down vehicle price tiers and their AI compute needs into three chip categories—small (2.5‑20 TOPS), medium (20‑80 TOPS), and large (≥100 TOPS)—and analyzes demand, market size, and the competitive share of domestic versus foreign suppliers, highlighting growth opportunities for Chinese manufacturers.
The article reviews NVIDIA's newly released H20 AI accelerator for China, compares its performance and pricing with domestic chips, outlines the expanding Chinese AI chip ecosystem—including Huawei, Cambricon, HaiGuang, Alibaba, ByteDance, and Baidu—while highlighting market size growth, multi‑chip heterogeneity strategies, and the strong demand forecast through 2024.
A detailed analysis of 2024 salary trends across China's leading internet giants reveals variations in average compensation, degree‑based pay, regional differences, and the evolving demand for DevOps talent within operations roles.
The IDC 2023 China financial industry distributed transactional database market report shows a $2 billion market, with OceanBase capturing 17.1% overall and leading local‑deployment share at 23.2%, while also dominating insurance‑securities (42.5%) and achieving strong adoption across major banks and insurers.
The Tencent Cloud TVP series chronicles China’s fifty‑year database evolution, from early banking deposit‑withdrawal systems and the demanding 1990s railway ticket OLTP challenge to the influx of global vendors, highlighting rapid market growth driven by national projects and foreshadowing the internet‑era big‑data opportunities.
In the first half of 2024, Chinese enterprises boosted their international influence through significant progress in informationization standards, with the CAICT DevOps assessment seeing 13 firms pass 26 evaluations and unveiling five key highlights that signal a shift toward organization‑wide DevOps adoption.
A recent WIPO report reveals that between 2014 and 2023, generative AI generated over 54,000 inventions and 75,000 scientific papers, with China contributing the majority of patents and publications, while the United States lags far behind, highlighting shifting global innovation dynamics.
The two‑day DataFunCon 2024 Beijing conference gathered hundreds of big‑data and AI experts to discuss the evolution from data lakes to lake‑warehouses, large‑model development, practical applications, and future strategies for enterprises, while showcasing partner exhibitions and a vibrant community spirit.
The article details China's 2024‑2027 Information Standard Construction Action Plan, the launch of synchronized ITU DevOps international and domestic assessments, and how Shanghai Stock Exchange's website and app platform successfully passed both standards, highlighting the significance for national standardization and operational excellence.
This article defines distributed storage, presents China's market size and growth rates from 2021 to 2022, breaks down the market into file, block, and object segments, highlights the top adopting industries, and outlines nine key application scenarios driving rapid expansion.
