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Standardization

146 articles · Page 1 of 2
Smart Era Software Development
Smart Era Software Development
Jun 5, 2026 · Artificial Intelligence

Ending the Agent Industry’s Wheel‑Reinventing: ADPS Launches the First Global Agent Design Language

At Agentic AICon in Shanghai, the Agent Design Patterns Society (ADPS) unveiled a double‑axis 7×6 framework and 28 standardized design patterns that aim to replace fragmented agent engineering with a unified, reusable, and scalable architecture language for AI agents worldwide.

AI AgentsAgent Design PatternsAgentic AI
0 likes · 13 min read
Ending the Agent Industry’s Wheel‑Reinventing: ADPS Launches the First Global Agent Design Language
DeepHub IMBA
DeepHub IMBA
Mar 22, 2026 · Artificial Intelligence

Four Numeric Scaling Techniques: When to Use Standard, Robust, Power, and Min‑Max

This article explains why numeric feature engineering is essential for machine‑learning models, outlines the two main challenges of differing magnitudes and outliers, and demonstrates four scaling methods—StandardScaler, RobustScaler, PowerTransformer, and MinMaxScaler—using the California housing dataset, complete with code, visualizations, and guidance on when each method is appropriate.

Scikit-learnStandardizationfeature scaling
0 likes · 13 min read
Four Numeric Scaling Techniques: When to Use Standard, Robust, Power, and Min‑Max
AI Architecture Hub
AI Architecture Hub
Mar 17, 2026 · Artificial Intelligence

Master Claude Code: A 6‑Step Workflow to Eliminate Rework and Chaos

This guide explains why Claude Code often spirals out of control, then presents Anthropic’s official best‑practice workflow—including acceptance criteria, context layering, execution channels, enforced constraints, session management, and a ready‑to‑copy six‑step process—to make AI‑assisted coding stable and efficient.

AI codingClaude CodeStandardization
0 likes · 7 min read
Master Claude Code: A 6‑Step Workflow to Eliminate Rework and Chaos
Architecture Digest
Architecture Digest
Dec 25, 2025 · Artificial Intelligence

MCP Explained: The Universal ‘Connector’ Turning AI Models into Extensible Agents

This article introduces the Model Context Protocol (MCP), a universal standard that lets large language models seamlessly connect to databases, APIs, local files, and third‑party services, explains its architecture, core primitives, practical Python implementation, trade‑offs, security considerations, and how it compares with other integration approaches.

AIModel Context ProtocolPython
0 likes · 13 min read
MCP Explained: The Universal ‘Connector’ Turning AI Models into Extensible Agents
IT Services Circle
IT Services Circle
Nov 3, 2025 · Fundamentals

Why POSIX Matters: Unlocking Unix Compatibility and Portability

This article explains what POSIX is, its history, the organizations behind it, how it shaped Linux's success, and why understanding system calls versus library functions is essential for writing portable software across Unix‑like operating systems.

LinuxOperating SystemsPOSIX
0 likes · 17 min read
Why POSIX Matters: Unlocking Unix Compatibility and Portability
Huawei Cloud Developer Alliance
Huawei Cloud Developer Alliance
Nov 3, 2025 · Artificial Intelligence

How AI Agents Are Revolutionizing Technology: The New Engine of Innovation

This article explores the rise of AI agents—from their definition as intelligent digital assistants powered by large language models to their evolution through planning, memory, and tool use—highlighting real‑world applications, core technical mechanisms, code implementations, and future trends such as autonomy, multimodal fusion, standardization, and safety considerations.

AI AgentAutonomous AILarge Language Model
0 likes · 24 min read
How AI Agents Are Revolutionizing Technology: The New Engine of Innovation
IT Services Circle
IT Services Circle
Oct 29, 2025 · Mobile Development

How the New L.1004 Standard Aims to End Fast‑Charging Fragmentation

The ITU‑approved L.1004 fast‑charging standard, created by China’s ICT research institute together with Huawei, vivo, OPPO and others, unifies disparate proprietary charging protocols into a single interoperable solution, promising universal 40 W (and higher) fast charging across smartphones, tablets and power banks while reducing waste and safety risks.

InteroperabilityL.1004Standardization
0 likes · 7 min read
How the New L.1004 Standard Aims to End Fast‑Charging Fragmentation
Efficient Ops
Efficient Ops
Oct 19, 2025 · Operations

How China’s New DevOps Standards Are Shaping Global IT Operations

The article outlines China’s 2024‑2027 information standard action plan, CAICT’s dual ITU‑DevOps and domestic assessments, key results from the 27th GOPS conference, industry participation statistics, and the emerging BizDevOps framework that together drive international standardization and digital transformation in operations.

BizDevOpsInternational StandardsOperations
0 likes · 11 min read
How China’s New DevOps Standards Are Shaping Global IT Operations
Efficient Ops
Efficient Ops
Oct 9, 2025 · Operations

Inside China Bank’s DevOps Success: FuYao Platform’s Standard Certification Journey

This article outlines the 2024‑2027 Information Standard Action Plan, the ITU DevOps international and domestic dual‑certification process, and details how China Bank’s FuYao Performance Measurement Platform achieved DevOps standard evaluation, including insights from a Q&A interview on implementation challenges, benefits, and future plans for digital transformation.

Banking TechnologyIT StandardsStandardization
0 likes · 17 min read
Inside China Bank’s DevOps Success: FuYao Platform’s Standard Certification Journey
Efficient Ops
Efficient Ops
Jul 8, 2025 · Operations

How China International Aviation Achieved Advanced DevOps Maturity Through Dual International and Domestic Standards

This article details China International Aviation's successful DevOps assessment—earning a Level‑2 Continuous Delivery rating—by aligning its refund system with both ITU international standards and domestic Chinese standards, and includes an in‑depth interview on implementation, benefits, challenges, and future plans.

Case StudyContinuous DeliveryOperations
0 likes · 16 min read
How China International Aviation Achieved Advanced DevOps Maturity Through Dual International and Domestic Standards
Architects' Tech Alliance
Architects' Tech Alliance
Jul 7, 2025 · Artificial Intelligence

Why China’s First AI Large‑Model Private‑Deployment Standard Matters

China’s first group standard, the “AI Large Model Private Deployment Technical Implementation and Evaluation Guide,” has been launched to address the technical, security, and cost challenges of privately deploying large AI models, offering a unified framework for model selection, deployment, optimization, and multi‑party collaboration.

AIGuidelinesStandardization
0 likes · 10 min read
Why China’s First AI Large‑Model Private‑Deployment Standard Matters
Efficient Ops
Efficient Ops
May 11, 2025 · Operations

China’s Leading Banks Achieve Top DevOps Standard Certifications – What It Means

The 25th GOPS Global Operations Conference in Shenzhen announced the dual ITU DevOps international and domestic standard assessment results, highlighting Agricultural Bank as the first state bank to earn a five‑star internal coach talent rating and showcasing multiple financial institutions that have successfully passed BizDevOps and continuous delivery evaluations, underscoring the growing importance of standardized DevOps practices in China’s finance sector.

BizDevOpsFinancial IndustryOperations
0 likes · 9 min read
China’s Leading Banks Achieve Top DevOps Standard Certifications – What It Means
Efficient Ops
Efficient Ops
May 6, 2025 · Operations

How China Galaxy Securities Achieved Leading DevOps Continuous‑Testing Certification

This article details the 2024‑2027 national IT‑standard action plan, CAICT's dual ITU‑DevOps and domestic DevOps assessment, Galaxy Securities' successful Level‑3 Continuous‑Testing certification for two core projects, and insights from a Q&A interview on implementation challenges, benefits, and future plans.

Case StudyStandardizationcontinuous testing
0 likes · 15 min read
How China Galaxy Securities Achieved Leading DevOps Continuous‑Testing Certification
Efficient Ops
Efficient Ops
Apr 25, 2025 · Operations

How Galaxy Securities Achieved Leading DevOps Continuous‑Testing Standards in China

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.

Case StudyChinaStandardization
0 likes · 15 min read
How Galaxy Securities Achieved Leading DevOps Continuous‑Testing Standards in China
Efficient Ops
Efficient Ops
Apr 25, 2025 · Operations

How Shenzhen Stock Exchange Achieved Leading DevOps Standards Through Dual International and Domestic Certification

The article details China's push for internationalized information standards, the CAICT's dual ITU DevOps and domestic assessments, and how the Shenzhen Stock Exchange successfully passed Level 3 continuous delivery evaluation, showcasing advanced DevOps capabilities and their alignment with national digital transformation policies.

FinTechOperationsStandardization
0 likes · 11 min read
How Shenzhen Stock Exchange Achieved Leading DevOps Standards Through Dual International and Domestic Certification
Efficient Ops
Efficient Ops
Apr 25, 2025 · Operations

How BizDevOps Standards Accelerate ICBC’s Digital Transformation

The article details China Information Communication Institute’s dual ITU DevOps international and domestic standard assessment, ICBC’s successful BizDevOps certification for its Fast‑Loan project, and insights from senior fintech managers on the value, challenges, and future roadmap of integrating business, development, and operations to drive digital transformation.

BizDevOpsOperationsStandardization
0 likes · 16 min read
How BizDevOps Standards Accelerate ICBC’s Digital Transformation
Architecture and Beyond
Architecture and Beyond
Apr 19, 2025 · Artificial Intelligence

How Google’s Agent2Agent (A2A) Protocol Enables Seamless AI Agent Collaboration

Google’s newly released Agent2Agent (A2A) protocol provides a standardized framework for heterogeneous AI agents to discover, communicate, and collaborate, detailing its llms.txt specification, core components, task lifecycle, streaming mechanisms, security model, and its complementary relationship with Anthropic’s MCP protocol.

AI AgentsGoogleInteroperability
0 likes · 12 min read
How Google’s Agent2Agent (A2A) Protocol Enables Seamless AI Agent Collaboration
AntTech
AntTech
Apr 2, 2025 · Information Security

ISO/IEC 25330-3 Standard on Oblivious Transfer Extension Approved, Led by Ant Group

The ISO/IEC JTC 1/SC 27 plenary meeting in Virginia approved the ISO/IEC 25330 Part 3 standard on Oblivious Transfer Extension, a cryptographic protocol standardized by Ant Group with contributions from Chinese researchers, aiming to improve OT efficiency and interoperability for secure multi‑party computation.

Ant GroupISO/IEC 25330Oblivious Transfer
0 likes · 4 min read
ISO/IEC 25330-3 Standard on Oblivious Transfer Extension Approved, Led by Ant Group
DataFunTalk
DataFunTalk
Mar 27, 2025 · Artificial Intelligence

OpenAI Adds MCP Support to Agents SDK, Advancing Standardized AI Workflows

OpenAI has updated its Agents SDK to support Anthropic's Model Context Protocol (MCP), enabling developers to connect AI agents with diverse data sources and tools through a standardized interface, while providing official documentation, example code, caching, and tracing features to streamline AI workflow integration.

AI workflowAgents SDKMCP
0 likes · 8 min read
OpenAI Adds MCP Support to Agents SDK, Advancing Standardized AI Workflows
Efficient Ops
Efficient Ops
Mar 12, 2025 · Operations

How BizDevOps Is Accelerating Digital Transformation in Finance

This article explains the governmental push for digital transformation in financial institutions, introduces the BizDevOps integration model and its domestic and international standards, outlines the evaluation framework and process, showcases case studies, and announces the open registration for the 2025 BizDevOps assessment.

BizDevOpsEvaluationFinancial Industry
0 likes · 9 min read
How BizDevOps Is Accelerating Digital Transformation in Finance
JD Tech
JD Tech
Jan 10, 2025 · Operations

Four-Year Evolution of JD Insurance Supply Chain System: Standardization, Automation, and Industry Leadership

This article chronicles the four‑year journey of JD Insurance's supply‑chain platform, detailing how the team standardized product integration, introduced automation tools like XBP and an open platform, tackled operational challenges, and achieved industry‑leading coverage of over 100 insurance companies.

InsurancePlatformProduct Integration
0 likes · 18 min read
Four-Year Evolution of JD Insurance Supply Chain System: Standardization, Automation, and Industry Leadership
Efficient Ops
Efficient Ops
Dec 30, 2024 · Operations

How China’s Top Bank Secured Dual DevOps & DevSecOps Certifications

In 2024, China’s Bank of Communications became the first state-owned bank to earn dual certifications for ITU DevOps and domestic DevSecOps standards, showcasing advanced performance‑measurement, security, and continuous‑testing platforms that align with national information‑standard internationalization goals.

BankingTechnologyDevSecOpsPerformanceMetrics
0 likes · 11 min read
How China’s Top Bank Secured Dual DevOps & DevSecOps Certifications
Efficient Ops
Efficient Ops
Dec 25, 2024 · Operations

How China’s Bank Achieved Leading DevOps Performance with a Unified Metrics Platform

In a recent interview, China’s Bank of Communications shares how its Software Center Measurement Platform, built on ITU DevOps international standards and domestic DevOps criteria, delivers data‑driven, lifecycle‑wide performance metrics—covering continuous delivery, agile development, cost management and more—enabling real‑time monitoring, issue detection, and continuous improvement across teams.

BankingTechnologyPerformanceMetricsSoftwareMeasurement
0 likes · 14 min read
How China’s Bank Achieved Leading DevOps Performance with a Unified Metrics Platform
Efficient Ops
Efficient Ops
Dec 23, 2024 · Information Security

How China Pacific Insurance Earned Dual International & Domestic DevSecOps Certifications

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.

Case StudyChinaDevSecOps
0 likes · 15 min read
How China Pacific Insurance Earned Dual International & Domestic DevSecOps Certifications
Efficient Ops
Efficient Ops
Dec 18, 2024 · Operations

How a Chinese Bank Boosted DevOps Efficiency with Dual‑Standard Metrics

The article details how China’s Bank of Communications’ Software Center earned top‑level ITU DevOps international and domestic standard certifications through a data‑driven, full‑lifecycle measurement platform, highlighting the platform’s architecture, key performance indicators, and the broader push for international standardization of IT governance.

BankingDigitalTransformationITGovernancePerformanceMetrics
0 likes · 14 min read
How a Chinese Bank Boosted DevOps Efficiency with Dual‑Standard Metrics
Code Mala Tang
Code Mala Tang
Dec 10, 2024 · Fundamentals

Inside ECMA TC39: How JavaScript Proposals Evolve from Idea to Standard

This article explains the role of ECMA TC39, its meeting cadence, member composition, proposal stages from Strawman to Finished, and highlights key updates from the 105th meeting including new Intl.DurationFormat, Error.isError, ESM Phase Imports, immutable ArrayBuffer, and currency display options.

ECMAScriptStandardizationTC39
0 likes · 7 min read
Inside ECMA TC39: How JavaScript Proposals Evolve from Idea to Standard
DataFunSummit
DataFunSummit
Nov 29, 2024 · Big Data

Standardizing Metric Management in Didi’s Data Platform

The article outlines Didi’s end‑to‑end metric lifecycle—from background, requirements and current pain points to a multi‑stage solution that introduces a unified metric dictionary, management tool, logical modeling, and consumption layer—to achieve accurate, timely, consistent, and efficiently managed indicators across the data warehouse ecosystem.

Big DataData WarehouseStandardization
0 likes · 20 min read
Standardizing Metric Management in Didi’s Data Platform
Test Development Learning Exchange
Test Development Learning Exchange
Nov 21, 2024 · Artificial Intelligence

Data Preprocessing: Standardization, Normalization, and Missing Value Imputation with Python

This tutorial demonstrates how to perform essential data preprocessing techniques—including standardization, min‑max normalization, and various missing‑value imputation methods—using pandas and scikit‑learn in Python, providing code examples and explanations to help you prepare datasets for machine‑learning models.

PandasPythonScikit-learn
0 likes · 6 min read
Data Preprocessing: Standardization, Normalization, and Missing Value Imputation with Python
Efficient Ops
Efficient Ops
Nov 20, 2024 · Operations

How China’s Telecom Leaders Accelerate DevOps & AIOps Standards for Faster Delivery

The article outlines China’s 2024‑2027 information standard action plan, the rollout of ITU DevOps and AIOps assessments, and showcases dozens of telecom projects that achieved significant improvements in delivery speed, reliability, automation and observability through standardized DevOps, SRE and AI‑ops practices.

AIOpsSREStandardization
0 likes · 23 min read
How China’s Telecom Leaders Accelerate DevOps & AIOps Standards for Faster Delivery
Efficient Ops
Efficient Ops
Nov 13, 2024 · Operations

How China’s Auto Giants Are Driving Global DevOps Standardization

The article outlines China’s 2024‑2027 IT standards action plan, CAICT’s synchronized DevOps assessments, and detailed case studies of FAW‑Volkswagen and Changan achieving international and domestic DevOps certifications, highlighting measurable improvements in automation, delivery speed, and platform capabilities across the automotive sector.

AutomotiveContinuous DeliveryOperations
0 likes · 12 min read
How China’s Auto Giants Are Driving Global DevOps Standardization
Efficient Ops
Efficient Ops
Nov 11, 2024 · Operations

How China’s Leading Banks Are Driving Global DevOps Standardization

The article details China’s 2024‑2027 Information Standard Construction Action Plan, the launch of synchronized ITU DevOps and domestic DevOps assessments, and showcases dozens of banking projects—from agile development to continuous delivery, security, and BizDevOps—that have achieved certification, illustrating the nation’s push for international standardization and operational excellence in the financial sector.

Continuous DeliveryOperationsStandardization
0 likes · 29 min read
How China’s Leading Banks Are Driving Global DevOps Standardization
Efficient Ops
Efficient Ops
Oct 19, 2024 · Operations

China Southern Airlines Wins Dual DevOps Certifications: BizDevOps & Continuous Delivery Excellence

China Southern Airlines achieved leading BizDevOps and continuous delivery capabilities by passing both international ITU DevOps and domestic standards across three key projects, highlighting the strategic impact of DevOps standardization on business value, technology integration, and digital transformation within the airline industry.

BizDevOpsCase StudyOperations
0 likes · 17 min read
China Southern Airlines Wins Dual DevOps Certifications: BizDevOps & Continuous Delivery Excellence
21CTO
21CTO
Oct 15, 2024 · Fundamentals

Can eBPF Run on Windows? Exploring Cross‑Platform Kernel Programmability

At the recent virtual eBPF summit, Isovalent CTO Thomas Graf revealed that Microsoft is developing a Windows version of eBPF, aiming for cross‑platform compatibility with Linux, while the IETF works on standardizing the eBPF ISA and verifier to ensure secure, portable kernel bytecode execution.

Cross‑PlatformLinuxStandardization
0 likes · 5 min read
Can eBPF Run on Windows? Exploring Cross‑Platform Kernel Programmability
DataFunTalk
DataFunTalk
Sep 28, 2024 · Big Data

Metric Management and Standardization in Didi's Data Platform

This article outlines Didi's approach to metric management, covering background, data product overview, and challenges in traditional and agile BI models, and presents a comprehensive solution for metric standardization, logical modeling, quality assurance, unified consumption, and future roadmap to improve data warehouse efficiency and consistency.

BIData WarehouseStandardization
0 likes · 21 min read
Metric Management and Standardization in Didi's Data Platform
Efficient Ops
Efficient Ops
Sep 2, 2024 · Operations

How China’s Auto Industry Is Leading the Way in DevOps Standardization

The article details China’s 2024‑2027 Information Standardization Action Plan, the CAICT’s DevOps assessment framework, and showcases how automotive firms like FAW‑Volkswagen and Chang'an have achieved top‑tier continuous delivery and system‑tool standards, highlighting key metrics and the role of international ITU standards.

Continuous DeliveryIT GovernanceOperations
0 likes · 9 min read
How China’s Auto Industry Is Leading the Way in DevOps Standardization
Continuous Delivery 2.0
Continuous Delivery 2.0
Aug 30, 2024 · R&D Management

Standardizing Development, Testing, and Deployment to Boost R&D Efficiency at Tencent Meeting

The article describes how Tencent Meeting improved its R&D efficiency by establishing standardization across development, testing, deployment, and operations domains, unifying programming language and CI/CD pipelines, and introducing environment governance and fast‑update mechanisms to reduce duplication, errors, and delivery time.

CI/CDR&D efficiencyStandardization
0 likes · 5 min read
Standardizing Development, Testing, and Deployment to Boost R&D Efficiency at Tencent Meeting
Efficient Ops
Efficient Ops
Jul 30, 2024 · Operations

How FAW‑Volkswagen Earned Dual DevOps Certifications and Accelerated Digital Transformation

FAW‑Volkswagen successfully passed both the ITU DevOps international standard and China's domestic DevOps system‑and‑tool standard, showcasing leading capabilities through its R&D Efficiency Platform and Integrated Operations Platform, while sharing insights on the assessment process, platform benefits, and future DevOps directions.

IT OperationsPlatform EngineeringStandardization
0 likes · 16 min read
How FAW‑Volkswagen Earned Dual DevOps Certifications and Accelerated Digital Transformation
Efficient Ops
Efficient Ops
Jul 25, 2024 · Operations

How Changan Auto Earned Top‑Tier DevOps Certification and Boosted Delivery

Changan Automobile’s digital Gaia platform recently passed both the ITU DevOps international standard and China’s domestic DevOps maturity model, showcasing how a unified, automated delivery pipeline can accelerate software release, improve quality, and position the company at the forefront of automotive digital transformation.

AutomotiveStandardizationdevops
0 likes · 15 min read
How Changan Auto Earned Top‑Tier DevOps Certification and Boosted Delivery
Efficient Ops
Efficient Ops
Jul 25, 2024 · Operations

FAW‑Volkswagen’s Dual DevOps Certification: Driving Digital Transformation

FAW‑Volkswagen successfully earned both ITU DevOps international certification and the domestic DevOps standard assessment for its R&D Efficiency Platform and Integrated Operations Platform, showcasing how standardized DevOps practices can accelerate digital transformation, improve delivery quality, and enhance operational efficiency in the automotive industry.

Case StudyOperationsStandardization
0 likes · 16 min read
FAW‑Volkswagen’s Dual DevOps Certification: Driving Digital Transformation
21CTO
21CTO
Jun 18, 2024 · Frontend Development

Will Front‑End Frameworks Converge? Insights from React Summit 2024

A panel of leading JavaScript framework creators at the 2024 React Summit discussed whether front‑end frameworks will merge into a single solution, highlighting the challenges of standardizing syntax, the value of each framework's unique strengths, and the potential of shared principles over outright consolidation.

JavaScriptReact SummitStandardization
0 likes · 6 min read
Will Front‑End Frameworks Converge? Insights from React Summit 2024
Efficient Ops
Efficient Ops
Jun 11, 2024 · R&D Management

Integrating R&D Operations: Boosting Efficiency and Reducing Risk in Finance

At the 22nd GOPS Global Operations Conference, senior Shanghai Stock Exchange manager Huang Tianshou presented a comprehensive overview of the securities‑futures industry's R&D‑operations integration framework, highlighting its background, best‑practice case studies, standard‑development progress, and practical considerations for achieving cost reduction, efficiency gains, and risk control.

Operations efficiencyR&D integrationStandardization
0 likes · 8 min read
Integrating R&D Operations: Boosting Efficiency and Reducing Risk in Finance
Advanced AI Application Practice
Advanced AI Application Practice
Mar 13, 2024 · Interview Experience

Why Standard Interview Answers Actually Matter

The article argues that using concise, professional terminology in interviews—rather than personal, free‑form explanations—demonstrates competence, enables standardized assessment, and reduces communication costs, much like textbook language or API contracts do in technical work.

Career AdviceStandardizationcommunication
0 likes · 5 min read
Why Standard Interview Answers Actually Matter
DevOps
DevOps
Feb 21, 2024 · Operations

When Operations Are Stuck: Embrace Change or Remain Stagnant?

The article examines common operational pain points such as cumbersome release processes, lack of standardization, and weak security controls, then presents community suggestions emphasizing automation, standardized workflows, CMDB, and AI‑driven SRE tools, concluding that clear direction outweighs perfect execution.

AICMDBSRE
0 likes · 6 min read
When Operations Are Stuck: Embrace Change or Remain Stagnant?
Efficient Ops
Efficient Ops
Dec 28, 2023 · Operations

How Guoxin Securities Built a Five‑Level IT Operations Maturity Standard

Guoxin Securities introduced a comprehensive five‑level technical operations maturity standard that integrates regulatory requirements, CAICT DevOps best practices, and internal management needs, detailing framework, level classification, innovative practices, and future rollout plans to enhance fine‑grained IT operation management.

IT OperationsInformation SystemsMaturity Model
0 likes · 9 min read
How Guoxin Securities Built a Five‑Level IT Operations Maturity Standard
Meituan Technology Team
Meituan Technology Team
Dec 28, 2023 · Frontend Development

Improving Large‑Scale Frontend Development Efficiency and Practice

The article details Meituan’s store‑front development team’s progression through standardization, online‑ization, automation and digitalization, describing the challenges of multi‑platform coordination, the implementation of a unified DevOps workflow, and the resulting continuous‑delivery infrastructure that now supports thousands of front‑end projects across iOS, Android, H5 and dynamic bundles.

AutomationContinuous DeliveryStandardization
0 likes · 23 min read
Improving Large‑Scale Frontend Development Efficiency and Practice
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Dec 27, 2023 · Frontend Development

Frontend Engineering Practices and Team Process at Cuckoo FE

This article describes how the Cuckoo FE frontend team at ByteDance built an engineering culture through standardized processes, unified tooling, component and material libraries, a rendering engine, monorepo migration, quality platforms, and a comprehensive workbench to improve efficiency, quality, and scalability across multiple business lines.

Standardizationengineeringmonorepo
0 likes · 18 min read
Frontend Engineering Practices and Team Process at Cuckoo FE
Efficient Ops
Efficient Ops
Dec 17, 2023 · Operations

How China’s Aviation IT System Earned a Leading DevOps 2+ Certification

The article details how China Civil Aviation Information Network's flight management system passed the CAICT DevOps Technical Operations 2+ assessment, showcasing the role of standardized DevOps practices, cloud‑native architecture, and continuous delivery pipelines in boosting efficiency, safety, and competitiveness in the aviation industry.

Cloud NativeContinuous DeliveryIT Operations
0 likes · 11 min read
How China’s Aviation IT System Earned a Leading DevOps 2+ Certification
Efficient Ops
Efficient Ops
Dec 16, 2023 · Operations

How China’s Aviation IT Leader Earned Top‑Tier DevOps Certification

The article details China’s Civil Aviation Information Network’s successful DevOps 2+ level assessment, highlighting the flight management system’s cloud‑native architecture, high‑concurrency capabilities, and the broader impact of CAICT’s DevOps standards on digital transformation across industries.

Aviation ITCloud NativeOperations
0 likes · 12 min read
How China’s Aviation IT Leader Earned Top‑Tier DevOps Certification
AntTech
AntTech
Nov 13, 2023 · Cloud Native

IEEE Standardization Workshop on Cloud‑Native and Green Computing Launches Green Evaluation Initiative

The inaugural IEEE standards conference on cloud‑native and green computing held in Shenzhen gathered industry and standards leaders to discuss sustainable cloud practices, introduce new metrics such as CPUE, and announce a collaborative green evaluation standardization action to drive eco‑friendly cloud development.

IEEEIndustry collaborationStandardization
0 likes · 6 min read
IEEE Standardization Workshop on Cloud‑Native and Green Computing Launches Green Evaluation Initiative
Efficient Ops
Efficient Ops
Nov 7, 2023 · Operations

How CICC Wealth Reached Advanced DevOps Operations Standards

At the 2023 GOPS Global Operations Conference in Shanghai, China Information Communication Research Institute announced that CICC Wealth's unified access and authentication project passed the DevOps Technical Operations Level‑2 assessment, showcasing how standardized DevOps practices and tool empowerment can dramatically improve quality, efficiency, and market competitiveness in the financial sector.

Continuous DeliveryOperationsStandardization
0 likes · 13 min read
How CICC Wealth Reached Advanced DevOps Operations Standards
Efficient Ops
Efficient Ops
Oct 27, 2023 · Operations

How CICC Wealth Achieved Advanced DevOps Standards with Its Unified Access System

This article details CICC Wealth's successful DevOps technical‑operation assessment, describing the unified access and authentication project, its multi‑active architecture, the interview insights from senior IT leaders, and the broader impact of DevOps standards on financial‑technology operations.

AutomationContinuous DeliveryStandardization
0 likes · 13 min read
How CICC Wealth Achieved Advanced DevOps Standards with Its Unified Access System
Huolala Tech
Huolala Tech
Oct 19, 2023 · R&D Management

How Huolala Enterprise Tackles Large-Client Customization with Standardized Architecture

The article examines Huolala Enterprise’s challenges in onboarding high‑value corporate clients, highlighting the high costs, revenue potential, and complex customization demands, and proposes a standardized, modular architecture—including domain modeling, micro‑kernel plugins, and configurable feature management—to achieve scalable, maintainable solutions.

Enterprise SaaSFeature ManagementStandardization
0 likes · 14 min read
How Huolala Enterprise Tackles Large-Client Customization with Standardized Architecture
DataFunSummit
DataFunSummit
Oct 15, 2023 · Big Data

Construction and Architecture of JD One-Service Data Service System

This article details JD's three‑stage evolution of its data service platform, explains thematic (topic‑based) data services, introduces the One‑Service unified architecture, and outlines future plans for standardization, low‑code front‑end, and operational improvements.

Big DataData PlatformData Service
0 likes · 13 min read
Construction and Architecture of JD One-Service Data Service System
DeWu Technology
DeWu Technology
Sep 25, 2023 · R&D Management

Design and Architecture of a B‑End Low‑Code Platform

The article argues that B‑end applications need clear standards rather than technical hurdles, proposes a low‑code platform with front‑back separation into view, template, and engine layers using JSON Schema and a rule engine, and evaluates its benefits, trade‑offs, and implementation considerations.

B‑endPlatformRule Engine
0 likes · 9 min read
Design and Architecture of a B‑End Low‑Code Platform
Continuous Delivery 2.0
Continuous Delivery 2.0
Sep 21, 2023 · Operations

Scaling DevOps in Large Organizations: Normalization, Standardization, and Platformization

The article outlines how organizations over a hundred engineers must go beyond merely copying DevOps practices by adopting three progressive steps—normalization, standardization, and platformization—to achieve measurable, scalable efficiency, and concludes with a promotional notice for a Python‑based continuous deployment training course.

OperationsPlatformizationStandardization
0 likes · 8 min read
Scaling DevOps in Large Organizations: Normalization, Standardization, and Platformization
Efficient Ops
Efficient Ops
Jul 19, 2023 · Operations

What Do the Latest DevOps and AIOps Maturity Assessments Reveal About Chinese Enterprises?

The recent release of China Academy of Information and Communications Technology's DevOps, AIOps, and Identity Governance maturity model assessment results showcases extensive industry adoption, highlights the impact of standardization and tool empowerment on digital transformation, and provides detailed statistics across banking, securities, insurance, telecom, and other sectors.

AIOpsMaturity ModelStandardization
0 likes · 12 min read
What Do the Latest DevOps and AIOps Maturity Assessments Reveal About Chinese Enterprises?
Efficient Ops
Efficient Ops
Jul 19, 2023 · Information Security

How Shenwan Hongyuan Achieved National‑Level DevSecOps Excellence

Shenwan Hongyuan Securities showcased its advanced DevSecOps capabilities by passing the CAICT's DevSecOps security and risk management assessment and DevOps continuous delivery level‑3 evaluation, sharing detailed cultural, process, and technical practices that boost software security across the full lifecycle.

Continuous DeliveryDevSecOpsStandardization
0 likes · 12 min read
How Shenwan Hongyuan Achieved National‑Level DevSecOps Excellence
phodal
phodal
Jul 2, 2023 · Industry Insights

Can LLMs Revive Classic Software Engineering? A Deep Dive into Standardized AI‑Driven Development

This article explores how large language models can standardize software engineering practices by converting requirements and designs into DSL formats, enabling more automated and efficient code generation, while discussing the challenges of dynamic context building, DSL specification, and the evolving role of LLMs in development pipelines.

AI AutomationLLMStandardization
0 likes · 14 min read
Can LLMs Revive Classic Software Engineering? A Deep Dive into Standardized AI‑Driven Development
Efficient Ops
Efficient Ops
Jun 29, 2023 · Operations

What Do the Latest DevOps Maturity Assessments Reveal About Chinese Enterprises?

The China Academy of Information and Communications Technology released the newest DevOps Capability Maturity Model evaluation results, showing that 78 leading firms across banking, finance, internet, and telecom sectors have collectively completed 224 projects, highlighting the impact of standardization and tool empowerment on enterprise competitiveness.

ChinaEnterpriseMaturity Model
0 likes · 5 min read
What Do the Latest DevOps Maturity Assessments Reveal About Chinese Enterprises?
Efficient Ops
Efficient Ops
Jun 29, 2023 · Operations

What Do the Latest DevOps Maturity Model Results Reveal About Enterprise Adoption?

The June 2023 release by China’s Academy of Information and Communications Technology details how 78 leading firms across banking, finance, telecom and internet sectors have passed the DevOps Capability Maturity Model assessments, highlighting the impact of standardized pipelines, tool empowerment and industry‑wide adoption on quality, efficiency and competitiveness.

Capability Maturity ModelEnterprise AssessmentOperations
0 likes · 6 min read
What Do the Latest DevOps Maturity Model Results Reveal About Enterprise Adoption?
JD Tech
JD Tech
Jun 15, 2023 · Big Data

Event Bus: Architecture, Technical Challenges, and Solutions for High‑Throughput Data Standardization

This article introduces the event bus as a data pipeline for risk insight, explains its source‑transform‑sink architecture, outlines key technical challenges such as data heterogeneity and high‑throughput parsing, and presents solutions including standardized data models, plugin extensibility, low‑code hot‑loading, dynamic grouping, one‑click degradation, and traffic monitoring.

Standardizationdata pipelineevent bus
0 likes · 14 min read
Event Bus: Architecture, Technical Challenges, and Solutions for High‑Throughput Data Standardization
Data Thinking Notes
Data Thinking Notes
Mar 14, 2023 · Fundamentals

Practical Data Governance Guide for SMEs: Strategies, Steps, and Tools

This article explains why data governance matters for small‑to‑medium enterprises, outlines its four key values, describes essential governance components, and provides a step‑by‑step framework—including timing, roles, standards, execution mechanisms, tools, and common pitfalls—to help organizations implement effective data governance.

Data GovernanceData ManagementSME
0 likes · 16 min read
Practical Data Governance Guide for SMEs: Strategies, Steps, and Tools
Tencent Cloud Middleware
Tencent Cloud Middleware
Feb 28, 2023 · Cloud Native

How Standardized Service Governance Tackles Multi‑Stack and Heterogeneous Infrastructure Challenges

This article explains the need for service‑governance standardization in cloud‑native microservices, outlines the challenges posed by diverse technology stacks and mixed infrastructures, presents a three‑layer standardized solution with PolarisMesh as the default implementation, compares it to XDS, and describes ecosystem integration and future plans.

PolarisMeshService GovernanceStandardization
0 likes · 17 min read
How Standardized Service Governance Tackles Multi‑Stack and Heterogeneous Infrastructure Challenges
Efficient Ops
Efficient Ops
Feb 23, 2023 · Operations

How Southern Power Grid’s DevOps Platform Achieved National Leading Standards

The article details Southern Power Grid Digital Platform’s DevOps subsystem passing the China Academy of Information and Communications Technology’s DevOps standards assessment, highlighting the role of standardized tools, continuous delivery pipelines, and interview insights on improving software quality and digital transformation.

Continuous DeliveryMaturity ModelStandardization
0 likes · 10 min read
How Southern Power Grid’s DevOps Platform Achieved National Leading Standards
dbaplus Community
dbaplus Community
Feb 21, 2023 · Operations

How Standardized Application Monitoring Boosts Operational Efficiency

This article reviews G Bank's multi‑year journey to standardize application monitoring, detailing the methodology, models, metrics, automation mechanisms, and quantitative evaluation that together improve visibility, early fault detection, and overall operations management for both traditional and distributed systems.

AIOpsMetricsOperations
0 likes · 18 min read
How Standardized Application Monitoring Boosts Operational Efficiency
DataFunSummit
DataFunSummit
Jan 13, 2023 · Artificial Intelligence

2022 Digital Human System Basic Capability Evaluation and Observations

This report presents the background, methodology, evaluation model, results, and key observations of the 2022 digital human system basic capability assessment, highlighting technical, engineering, and security challenges, industry standards development, and future work to advance digital human technologies.

Capability EvaluationIndustry ReportStandardization
0 likes · 12 min read
2022 Digital Human System Basic Capability Evaluation and Observations
Efficient Ops
Efficient Ops
Jan 11, 2023 · Operations

How Guangdong Mobile’s CRM Achieved Leading DevOps Operational Maturity

Guangdong Mobile’s CRM system, supporting over 130 million users, passed the China Information & Communication Research Institute’s DevOps technical‑operation 2+ level assessment, showcasing a landmark achievement in standardized, tool‑enabled DevOps practices that boost quality, safety, and market competitiveness.

CRMCase StudyContinuous Delivery
0 likes · 11 min read
How Guangdong Mobile’s CRM Achieved Leading DevOps Operational Maturity
Efficient Ops
Efficient Ops
Jan 9, 2023 · Operations

How Guoxin Securities Accelerated Digital Transformation with a DevOps 2+ Technical Operations Assessment

Guoxin Securities’ non‑onsite account opening platform achieved a DevOps 2+ technical operations assessment, showcasing how standardized DevOps practices, containerized micro‑services, and data‑driven operation models can dramatically improve efficiency, reliability, and competitive advantage in the financial sector.

Standardizationdevopsdigital transformation
0 likes · 14 min read
How Guoxin Securities Accelerated Digital Transformation with a DevOps 2+ Technical Operations Assessment
Alibaba Cloud Developer
Alibaba Cloud Developer
Dec 5, 2022 · Frontend Development

Why Cross-Platform Development Is Evolving: From Web Containers to Flutter

Cross‑platform development has rapidly evolved from simple web containers to sophisticated native‑rendering solutions like React Native, Weex, and Flutter, prompting a push for standardized container specifications that balance performance, consistency, and developer efficiency across the ever‑growing ecosystem of smart devices.

Cross-PlatformFlutterReact Native
0 likes · 12 min read
Why Cross-Platform Development Is Evolving: From Web Containers to Flutter
Alibaba Terminal Technology
Alibaba Terminal Technology
Nov 24, 2022 · Frontend Development

Why Cross‑Platform Development Keeps Evolving and How to Future‑Proof Your Code

This article reviews the evolution of cross‑platform technologies—from web containers to native‑container frameworks and self‑rendering engines—examining their changing trade‑offs, the push for standardization, and practical strategies to keep business code stable across ever‑fragmented devices.

Cross-PlatformReact NativeStandardization
0 likes · 15 min read
Why Cross‑Platform Development Keeps Evolving and How to Future‑Proof Your Code
Model Perspective
Model Perspective
Nov 6, 2022 · Fundamentals

How to Make Data Dimensionless: Key Normalization Techniques Explained

This article introduces the concept of dimensionless processing for indicators and reviews several common transformation methods—including standard sample transformation, ratio scaling, vector normalization, range scaling, and efficacy coefficient approaches—highlighting their principles, advantages, and limitations.

Standardizationdata normalizationdimensionless
0 likes · 3 min read
How to Make Data Dimensionless: Key Normalization Techniques Explained
58UXD
58UXD
Sep 16, 2022 · R&D Management

How to Standardize Store Design for Success in the Post‑Pandemic Era

This article explores why traditional offline stores still matter after COVID‑19, outlines practical standards for store design—including better aesthetics, cost‑effective materials, and easy execution—and offers management tactics such as approval workflows, supportive tools, priority weighting, and experience‑capture to boost efficiency and brand influence.

R&D ManagementStandardizationdesign process
0 likes · 8 min read
How to Standardize Store Design for Success in the Post‑Pandemic Era
Efficient Ops
Efficient Ops
Aug 30, 2022 · Operations

How ICBC Standardized Continuous Delivery to Supercharge DevOps Efficiency

This article details Industrial and Commercial Bank of China's journey to standardize continuous delivery, outlining the background challenges, the definition of release units, the construction of a standardized toolchain, implementation results, and future plans to enhance DevOps performance across the enterprise.

Continuous DeliveryOperationsStandardization
0 likes · 9 min read
How ICBC Standardized Continuous Delivery to Supercharge DevOps Efficiency
DaTaobao Tech
DaTaobao Tech
Jul 20, 2022 · Backend Development

Scalable Backend Page Production with Standardization and No‑Code Solutions

By abstracting 86 % of form‑list‑detail scenarios into standardized scene assets and linking them with unified data models, the platform enables no‑code generation of backend pages, cutting development effort fivefold versus source code, boosting overall productivity by 68.6 % while preserving product quality and consistency.

EfficiencyStandardizationdata modeling
0 likes · 14 min read
Scalable Backend Page Production with Standardization and No‑Code Solutions
Big Data Technology & Architecture
Big Data Technology & Architecture
Jul 18, 2022 · Big Data

Systematic Data Governance Practices in Meituan Accommodation Business

This article details Meituan's accommodation data governance team's evolution toward an automated, systematic, and standardized governance framework, covering background challenges, the conceptualization of a comprehensive governance system, its practical implementation across standardization, digitization, and systematization, and the resulting operational benefits and future directions.

AutomationMetadataOperations
0 likes · 30 min read
Systematic Data Governance Practices in Meituan Accommodation Business
AntTech
AntTech
May 26, 2022 · Artificial Intelligence

ITU Approves Ant Group‑Led Interactive Intelligent Risk Control Standard

The International Telecommunication Union (ITU) has officially adopted an Ant Group‑initiated international standard for interactive intelligent risk control, outlining technical capabilities such as interactive functions and machine‑learning abilities to enhance proactive fraud detection across the industry.

Ant GroupITUStandardization
0 likes · 5 min read
ITU Approves Ant Group‑Led Interactive Intelligent Risk Control Standard
Meituan Technology Team
Meituan Technology Team
May 12, 2022 · Operations

Systematic Data Governance Framework and Practices at Meituan Accommodation

The Meituan Accommodation data governance team shares how they evolved from ad‑hoc, single‑point fixes to a systematic, automated governance framework—covering management, standards, capability, execution, evaluation, and vision—using standardization, digitization, and systematization to achieve measurable quality, cost and efficiency gains across thousands of data assets.

AutomationData GovernanceDigitization
0 likes · 33 min read
Systematic Data Governance Framework and Practices at Meituan Accommodation
Meituan Technology Team
Meituan Technology Team
Apr 28, 2022 · Backend Development

Assembly-Style Development and Componentization in Backend BFF

The article analyzes the massive, heterogeneous, and frequently changing information‑display features in Meituan's local‑service platform, proposes a standardized, component‑based, assembly‑oriented BFF architecture with series‑based function classification, pre‑assembly, and variability modeling, and reports over 50% efficiency gains and reduced interface complexity.

Assembly ArchitectureBackend For FrontendComponent-based Development
0 likes · 36 min read
Assembly-Style Development and Componentization in Backend BFF
Efficient Ops
Efficient Ops
Apr 26, 2022 · Operations

How China’s Top Firms Achieved Leading DevOps Maturity – Assessment Insights

The CAICT’s fourth‑batch DevOps assessment reveals that China Zhongjin Wealth’s platform passed the Excellent level, showcasing how standardized pipelines, tool empowerment, and the DevOps Capability Maturity Model dramatically boost delivery speed, quality, and competitiveness across major enterprises.

Capability Maturity ModelContinuous DeliveryOperations
0 likes · 6 min read
How China’s Top Firms Achieved Leading DevOps Maturity – Assessment Insights
Bilibili Tech
Bilibili Tech
Apr 15, 2022 · Cloud Native

OpenSergo Open Background

OpenSergo, launched by Alibaba Cloud, bilibili, ByteDance and major open‑source communities, seeks to create a language‑agnostic, technology‑agnostic service‑governance specification and implementation that unifies control and data planes for heterogeneous microservices, easing enterprise complexity, reducing developer burden, and encouraging open‑source contributions.

AlibabaBilibiliOpenSergo
0 likes · 15 min read
OpenSergo Open Background
Efficient Ops
Efficient Ops
Mar 17, 2022 · Operations

Inside China’s AIOps Standard: Key Insights from the 4th Draft Meeting

The article reports on the fourth draft discussion of China’s Cloud Computing Intelligent Operations (AIOps) Capability Maturity Model – Part 2, detailing the meeting’s participants, the finalized system and tool technical requirements, and the progress toward a comprehensive AIOps standard that addresses quality, cost, efficiency, and security across multiple functional modules.

AIOpsCloud ComputingOperations
0 likes · 5 min read
Inside China’s AIOps Standard: Key Insights from the 4th Draft Meeting
Taobao Frontend Technology
Taobao Frontend Technology
Mar 17, 2022 · Backend Development

How No‑Code Platforms Can Revolutionize Mid‑Office Page Production and Boost Development Efficiency

This article explains how a scene‑driven, no‑code platform standardizes UI, data, and API models to enable scalable, high‑efficiency production of middle‑office pages, reduces manual coding, improves collaboration across roles, and provides a unified efficiency‑measurement framework for source, low‑code, and no‑code development modes.

EfficiencyStandardizationdata modeling
0 likes · 16 min read
How No‑Code Platforms Can Revolutionize Mid‑Office Page Production and Boost Development Efficiency
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Mar 16, 2022 · Fundamentals

Release of the First Open Control Module (OCM) Hardware Specification for White‑Box Switches

The newly published Open Control Module (OCM) hardware specification standardizes white‑box switch control modules, addressing existing compatibility and performance issues while supporting next‑generation switch chips, diverse CPUs, and fostering ecosystem adoption through the S³IP collaborative project.

OCMStandardizationS³IP
0 likes · 5 min read
Release of the First Open Control Module (OCM) Hardware Specification for White‑Box Switches
Alibaba Terminal Technology
Alibaba Terminal Technology
Dec 29, 2021 · Frontend Development

Why Modern Browsers Matter: A Deep Dive into Frontend Standardization

This article explores the evolution of browsers, the layered architecture of front‑end development, the role of standardization bodies, and how understanding browser internals—from multi‑process models to JavaScript engines—helps developers write more efficient, compatible, and future‑proof web applications.

HTMLJavaScriptStandardization
0 likes · 20 min read
Why Modern Browsers Matter: A Deep Dive into Frontend Standardization
Efficient Ops
Efficient Ops
Dec 13, 2021 · Operations

Why Every Ops Team Needs a Kubernetes Standards Playbook

This article shares practical standards for Kubernetes operations—from infrastructure choices and application packaging to CI/CD tooling—helping teams reduce complexity, improve reliability, and foster continuous learning and sharing in fast‑moving cloud environments.

CI/CDOperationsStandardization
0 likes · 13 min read
Why Every Ops Team Needs a Kubernetes Standards Playbook
HelloTech
HelloTech
Nov 22, 2021 · Mobile Development

Improving Mobile Development Efficiency: Practices from Hello Ride

Hello Ride boosts mobile development efficiency by empowering technical PMs as bridges between business and architecture, prioritizing demand value, and upgrading technology through modular, containerized (e.g., Flutter) and standardized components, enabling cross‑platform reuse, faster decision‑making, and reduced costs amid rapid business expansion.

Cross‑PlatformMobile DevelopmentStandardization
0 likes · 7 min read
Improving Mobile Development Efficiency: Practices from Hello Ride
Efficient Ops
Efficient Ops
Oct 22, 2021 · Operations

What Do 42 Companies Reveal About DevOps Maturity in China?

The DevOps International Summit in Beijing announced that 42 enterprises covering 108 projects achieved level‑3 maturity in the CAICT DevOps Capability Model, highlighting the impact of standardized tools and processes on software delivery efficiency across finance, telecom and other sectors.

ChinaMaturity ModelOperations
0 likes · 6 min read
What Do 42 Companies Reveal About DevOps Maturity in China?
Efficient Ops
Efficient Ops
Sep 9, 2021 · Operations

How China Tower Boosted Software Delivery with DevOps Standards – A Success Story

This article details China Tower's adoption of DevOps standards and a continuous delivery pipeline, covering the assessment process, project specifics, challenges overcome, measurable benefits, future plans, and broader insights into the DevOps capability maturity model within the telecom industry.

Case StudyContinuous DeliveryStandardization
0 likes · 14 min read
How China Tower Boosted Software Delivery with DevOps Standards – A Success Story
ByteFE
ByteFE
Aug 17, 2021 · Frontend Development

Summary of 2021 GMTC Frontend Engineering Sessions: MBC Standardized Container, SmartFeed Multi‑Platform Rendering, Shell Mid‑Platform Frontend System, and ByteDance Modern Web Development

The article summarizes four 2021 GMTC front‑end engineering talks—Meituan's MBC business‑standardized container, Baidu's SmartFeed multi‑platform template rendering, Shell's mid‑platform front‑end system, and ByteDance's modern web development—highlighting pain points of traditional workflows and presenting standardized, dynamic, and DSL‑driven solutions that boost development efficiency and scalability.

MWAStandardizationTemplate Rendering
0 likes · 19 min read
Summary of 2021 GMTC Frontend Engineering Sessions: MBC Standardized Container, SmartFeed Multi‑Platform Rendering, Shell Mid‑Platform Frontend System, and ByteDance Modern Web Development
High Availability Architecture
High Availability Architecture
Aug 3, 2021 · Cloud Computing

Roundtable on Serverless: Concepts, Value, Industry Practices, and Future Trends

The article summarizes a Serverless roundtable at ServerlessDays China 2021, where experts from AWS, Alibaba Cloud, ByteDance, and Tencent Cloud discuss Serverless definitions, market adoption gaps, standardization needs, large‑scale implementations, cold‑start challenges, multi‑cloud strategies, and future directions for the technology.

FaaSServerlessStandardization
0 likes · 35 min read
Roundtable on Serverless: Concepts, Value, Industry Practices, and Future Trends
Meituan Technology Team
Meituan Technology Team
May 27, 2021 · Artificial Intelligence

Standardizing Food Delivery Dish Names: Knowledge Graph Construction and Applications

The paper outlines an end‑to‑end pipeline that standardizes highly personalized food‑delivery dish names by combining rule‑based and BERT‑DSSM text synonym detection with EfficientNet image classification, constructing a multi‑level taxonomy that improves aggregation, supply‑demand analysis, recall ranking and merchant tagging.

Knowledge GraphNLPStandardization
0 likes · 17 min read
Standardizing Food Delivery Dish Names: Knowledge Graph Construction and Applications