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Implementation

39 articles · Page 1 of 1
AI Large-Model Wave and Transformation Guide
AI Large-Model Wave and Transformation Guide
Sep 7, 2026 · R&D Management

ERP Implementation from an Ontology Perspective: Hidden Pitfalls No One Warns You About

This article analyzes ERP implementation failures through an ontology engineering lens, revealing how conceptual misalignment, logical inconsistencies, and physical migration risks derail projects, and proposes four principles: ontology-first design, 20% customization limit, master data governance, and phased domain evolution.

ERPImplementationOntology
0 likes · 14 min read
ERP Implementation from an Ontology Perspective: Hidden Pitfalls No One Warns You About
Digital Deification
Digital Deification
Jul 8, 2026 · Industry Insights

AI Flattens ERP Implementation, Elevates Business Transformation Value

AI is commoditizing basic ERP implementation by automating configuration and testing, shifting premium value to business transformation capabilities like scenario definition, implementation closure, and value quantification, while pricing models move from time-based to outcome-based fees tied to measurable business results.

AIBusiness TransformationERP
0 likes · 11 min read
AI Flattens ERP Implementation, Elevates Business Transformation Value
Architect
Architect
Oct 13, 2025 · R&D Management

Why Past Success Patterns Can Mislead Modern Architecture Design

The article argues that software architecture must be grounded in current conditions, not copied from past successes, and offers four practical recommendations on aligning design with implementation, market dynamics, team resources, and ecosystem considerations to ensure effective, adaptable product strategies.

ImplementationProduct StrategyR&D management
0 likes · 16 min read
Why Past Success Patterns Can Mislead Modern Architecture Design
Big Data Tech Team
Big Data Tech Team
May 20, 2025 · Industry Insights

Mastering 2025 Enterprise Data Quality Governance: Goals, Framework & Roadmap

This guide presents a comprehensive 2025 enterprise data quality governance strategy, covering objectives, common challenges, a three‑dimensional governance model, control mechanisms, organizational structures, phased implementation roadmaps, recommended technical tools, and industry best‑practice case studies.

AIData QualityImplementation
0 likes · 9 min read
Mastering 2025 Enterprise Data Quality Governance: Goals, Framework & Roadmap
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
May 19, 2025 · Operations

Why 90% of ERP Projects Fail in China—and How to Make Yours Succeed

This article examines why most ERP projects in Chinese companies fail, explores the core benefits of ERP, identifies common pitfalls such as over‑complexity, resistance, and high costs, and offers practical steps—including need assessment, right‑sized selection, process clarification, phased rollout, and strong leadership—to ensure successful implementation.

ERPImplementationSMEs
0 likes · 11 min read
Why 90% of ERP Projects Fail in China—and How to Make Yours Succeed
Python Programming Learning Circle
Python Programming Learning Circle
Nov 30, 2024 · Artificial Intelligence

Numpy‑ML: A Comprehensive Pure‑NumPy Implementation of Machine Learning Algorithms

The Numpy‑ML project by David Bourgin provides a 30,000‑line pure‑NumPy library that implements a wide range of classic machine‑learning algorithms, data‑preprocessing tools, and neural‑network components, offering an educational resource for deepening algorithmic understanding rather than replacing mature frameworks.

AIAlgorithmsImplementation
0 likes · 4 min read
Numpy‑ML: A Comprehensive Pure‑NumPy Implementation of Machine Learning Algorithms
IT Services Circle
IT Services Circle
May 31, 2024 · Frontend Development

Understanding Virtual DOM and Popular Implementations

This article explains the concept of the Virtual DOM, its performance benefits in front‑end development, and presents several open‑source implementations such as Million.js, Snabbdom, virtual‑dom, blockdom, Maquette, and additional lightweight libraries, each with brief descriptions and GitHub links.

ImplementationJavaScriptPerformance
0 likes · 6 min read
Understanding Virtual DOM and Popular Implementations
JavaEdge
JavaEdge
Jan 21, 2023 · Fundamentals

Mastering Software Design: Why Model, Interface, and Implementation Matter

When joining a new project, understanding its software design by first examining the model, then the interface, and finally the implementation helps avoid getting lost in code, clarifies design decisions, and builds a clear mental map of the system.

ImplementationModelSystem Design
0 likes · 10 min read
Mastering Software Design: Why Model, Interface, and Implementation Matter
Xianyu Technology
Xianyu Technology
Dec 15, 2022 · Fundamentals

How to Build Fair Lottery Systems Using Linear Congruential Generators

This article examines the technical foundations of lottery randomness, explains linear congruential generators and their parameter constraints, discusses implementation pitfalls such as low‑bit bias, and reviews several practical lottery algorithms—including selection, shuffle, reservoir sampling, red‑packet splitting, and probability methods—to achieve fair and scalable interactive draws.

ImplementationJavaLottery
0 likes · 19 min read
How to Build Fair Lottery Systems Using Linear Congruential Generators
Architect
Architect
Oct 23, 2022 · R&D Management

Guidelines for Product Architecture Design and Strategy

The article offers practical guidance for software architects on building adaptable product strategies, emphasizing the need for implementation‑focused design, realistic resource planning, customer‑oriented goals, iterative hypothesis testing, and cross‑functional team collaboration to ensure sustainable architecture execution.

ImplementationProduct Strategyarchitecture
0 likes · 11 min read
Guidelines for Product Architecture Design and Strategy
DaTaobao Tech
DaTaobao Tech
Sep 29, 2022 · Frontend Development

Understanding the Implementation of CSS-in-JS with Styled-Components

The article explains CSS‑in‑JS fundamentals, examines styled‑components’ source code—including its styled function, createStyledComponent factory, and runtime style injection—compares it with emotion, demonstrates a simple SolidJS MVP implementation, and discusses the technique’s rise, limitations, and possible compile‑time or atomic‑CSS future.

CSS-in-JSImplementationReAct
0 likes · 11 min read
Understanding the Implementation of CSS-in-JS with Styled-Components
Top Architect
Top Architect
Apr 23, 2022 · Backend Development

Common Implementation Schemes for Delayed Messages in Distributed Systems

This article examines various approaches to implementing delayed (scheduled) messages in distributed message queue systems, comparing external storage, RocksDB, Redis, and open‑source MQ solutions, and discusses their advantages, drawbacks, and practical considerations.

BackendImplementationarchitecture
0 likes · 13 min read
Common Implementation Schemes for Delayed Messages in Distributed Systems
DevOps
DevOps
Dec 22, 2021 · Operations

Digital Transformation Roadmap: Methods, Steps, and the Nine Key Phases

The article explains why digital transformation is essential for enterprises, defines a digital transformation roadmap, clarifies that a roadmap is not merely a map but a strategic plan, and outlines nine detailed phases—from vision alignment and maturity assessment to implementation, team building, technology capability, feedback loops, and cultural integration—to guide organizations through a successful, iterative transformation journey.

ImplementationMaturity Assessmentagile culture
0 likes · 11 min read
Digital Transformation Roadmap: Methods, Steps, and the Nine Key Phases
Refining Core Development Skills
Refining Core Development Skills
Dec 14, 2021 · Fundamentals

Why Practice and Implementation Matter in Learning Computer Networks

The article argues that both hands‑on practice and deep understanding of network implementations are essential for computer‑science students and engineers, illustrating the gap with theory‑only learning, presenting the pyramid learning model, recommending Linux tools, coding exercises, and detailed studies of TCP, epoll, and I/O performance.

ImplementationLinuxTCP
0 likes · 13 min read
Why Practice and Implementation Matter in Learning Computer Networks
Top Architect
Top Architect
Nov 24, 2021 · Databases

Six Stages of the Database Design Process

The article, presented by a senior architect, outlines the standardized six-stage process of database design—system requirements analysis, conceptual design, logical design, physical design, implementation, and operation & maintenance—accompanied by illustrative diagrams for each phase.

Implementationconceptual modellogical model
0 likes · 4 min read
Six Stages of the Database Design Process
Architecture Digest
Architecture Digest
Jun 23, 2021 · Fundamentals

Business Architecture: Concepts and Practical Challenges

The article introduces the concept of business architecture, explaining how abstract architectural design must be grounded in concrete business needs, and discusses the difficulty of bridging design patterns with real‑world value creation, illustrated through a series of explanatory diagrams.

Business ArchitectureImplementationabstraction
0 likes · 2 min read
Business Architecture: Concepts and Practical Challenges
21CTO
21CTO
Jun 22, 2021 · Operations

Why ERP Implementations Fail and How to Overcome the Top Challenges

This article explains what an ERP system is, outlines its historical development, clarifies common misconceptions between ERP systems and software, lists typical selection pitfalls, and provides practical strategies and key success factors for successfully implementing ERP in organizations.

ERPEnterprise Resource PlanningImplementation
0 likes · 20 min read
Why ERP Implementations Fail and How to Overcome the Top Challenges
Sohu Tech Products
Sohu Tech Products
Jun 16, 2021 · Frontend Development

Implementing Promises in JavaScript: Specification, Code Walkthrough, and Interview Guide

This article explains the evolution of JavaScript asynchronous programming, details the Promise/A+ specification, provides step‑by‑step custom Promise implementations with full code examples, covers additional Promise methods, and offers interview questions and best‑practice tips for frontend developers.

ImplementationJavaScriptPromise
0 likes · 18 min read
Implementing Promises in JavaScript: Specification, Code Walkthrough, and Interview Guide
Selected Java Interview Questions
Selected Java Interview Questions
Jun 2, 2021 · Fundamentals

Understanding Dart’s HashMap and LinkedHashMap: Implementation Details and Interview Questions

This article explains the internal implementation of Dart's HashMap and LinkedHashMap, compares them with Java's versions, provides common interview questions, and demonstrates creation, lookup, insertion, deletion, resizing, and iteration with code examples to help developers prepare for technical interviews.

DartHashMapImplementation
0 likes · 22 min read
Understanding Dart’s HashMap and LinkedHashMap: Implementation Details and Interview Questions
Programmer DD
Programmer DD
May 24, 2021 · Fundamentals

Master Red‑Black Trees: From 2‑3‑4 Trees to Practical Implementation

This article walks through the fundamentals of red‑black trees, explains their equivalence to 2‑3‑4 trees, details insertion and deletion rules, compares their performance to plain binary search trees, and shares practical debugging tips for implementing a balanced tree in code.

2-3-4 TreeData StructuresImplementation
0 likes · 12 min read
Master Red‑Black Trees: From 2‑3‑4 Trees to Practical Implementation
37 Mobile Game Tech Team
37 Mobile Game Tech Team
Dec 1, 2020 · Fundamentals

Mastering JavaScript Promises: From Scratch to Full A+ Implementation

This article walks you through building a fully functional Promise library in JavaScript, starting with a basic implementation, then adding asynchronous handling, chaining, state management, error handling, and finally aligning with the Promise/A+ specification, complete with code examples and testing guidance.

@AsyncA+ SpecificationImplementation
0 likes · 15 min read
Mastering JavaScript Promises: From Scratch to Full A+ Implementation
New Oriental Technology
New Oriental Technology
Nov 30, 2020 · Backend Development

Five Implementation Approaches for Delayed Messages in Message Queues

This article explains the concept and common use cases of delayed messages and compares five practical implementation methods—using Redis sorted sets, RabbitMQ delayed‑message exchange plugin, ActiveMQ scheduled messages, RocketMQ fixed delay levels, and a custom RocketMQ solution—detailing their workflows, advantages, and drawbacks.

ActiveMQImplementationRabbitMQ
0 likes · 19 min read
Five Implementation Approaches for Delayed Messages in Message Queues
NetEase Cloud Music Tech Team
NetEase Cloud Music Tech Team
Oct 22, 2020 · Frontend Development

Implementation of Micro-Frontends with Qiankun in Live Streaming Platform

The LOOK live‑streaming admin console, a 250‑page monolith built on Regularjs, was refactored into independent React micro‑frontends using the qiankun framework, allowing separate deployment of sub‑apps while preserving the original URL, and introducing shared dependency management across the legacy and new stacks.

ImplementationMicro Frontendsfrontend-development
0 likes · 20 min read
Implementation of Micro-Frontends with Qiankun in Live Streaming Platform
vivo Internet Technology
vivo Internet Technology
Apr 15, 2020 · Frontend Development

How to Build Real Promise Chains: From Basics to Full Implementation

This article walks through the step‑by‑step creation of a JavaScript Promise implementation, explains why true chaining requires returning a new Promise from then, demonstrates mock asynchronous calls, and provides detailed code examples and execution logs to illustrate the complete chain behavior.

@AsyncChainImplementation
0 likes · 13 min read
How to Build Real Promise Chains: From Basics to Full Implementation
vivo Internet Technology
vivo Internet Technology
Mar 25, 2020 · Frontend Development

Understanding and Implementing JavaScript Promise: From Basic Construction to State Management

This article walks developers through building a functional JavaScript Promise from scratch, starting with a minimal callback list, adding chainable then calls, introducing a micro‑task delay to handle early resolves, and finally implementing state management so callbacks added after fulfillment still execute correctly.

ImplementationPromiseasynchronous
0 likes · 10 min read
Understanding and Implementing JavaScript Promise: From Basic Construction to State Management
Didi Tech
Didi Tech
Feb 18, 2020 · Frontend Development

Extending the Chameleon Cross‑Platform Framework to Quick Apps – Architecture, Implementation, and Deployment Guide

This guide explains how to extend the Chameleon cross‑platform framework to support Quick Apps by detailing the underlying architecture, required tooling such as mvvm‑cml‑loader and mvvmPack, configuration steps, runtime API mapping, sample code, integration process, and known limitations.

ChameleonImplementationQuick App
0 likes · 19 min read
Extending the Chameleon Cross‑Platform Framework to Quick Apps – Architecture, Implementation, and Deployment Guide
MaGe Linux Operations
MaGe Linux Operations
Mar 4, 2019 · Fundamentals

Which Python Implementation Is Right for You? A Comparative Guide

An overview of major Python implementations—including CPython, Jython, IronPython, PyPy, and Pyston—explains their underlying technologies, performance characteristics, platform integrations, and ideal use cases, helping developers choose the most suitable runtime for their projects.

CPythonImplementationIronPython
0 likes · 6 min read
Which Python Implementation Is Right for You? A Comparative Guide
Java Captain
Java Captain
Jun 22, 2018 · Fundamentals

Understanding HashMap Internals and Building a Miniature HashMap in Java

This article explains the core design of Java's HashMap—including its hash function, array storage, and linked‑list collision handling—and walks through creating a simplified MiniHashMap implementation with interfaces, constructors, put/get methods, resizing, and testing.

AlgorithmsData StructuresHashMap
0 likes · 5 min read
Understanding HashMap Internals and Building a Miniature HashMap in Java
dbaplus Community
dbaplus Community
Oct 12, 2016 · Artificial Intelligence

Mastering Convolutional Neural Networks: Theory, Training, and Implementation

This article provides a comprehensive guide to convolutional neural networks, covering their advantages over fully‑connected nets, architectural patterns, detailed forward and backward calculations, ReLU activation, pooling strategies, Python implementation with NumPy, gradient checking, and a practical MNIST application.

BackpropagationImplementationNumPy
0 likes · 22 min read
Mastering Convolutional Neural Networks: Theory, Training, and Implementation