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R&D

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Model Perspective
Model Perspective
May 18, 2025 · R&D Management

What Is a Decision Fractal? Uncover Nested Decision Loops for Smarter Choices

The article introduces the concept of a decision fractal, showing how each step of analysis, planning, execution, and reflection contains smaller nested cycles, forming a self‑similar structure that transforms linear decision chains into adaptable, scalable processes.

R&Ddecision makingfractal
0 likes · 9 min read
What Is a Decision Fractal? Uncover Nested Decision Loops for Smarter Choices
Tencent Technical Engineering
Tencent Technical Engineering
May 15, 2025 · R&D Management

Choosing Open‑Source Licenses: Balancing Technical Freedom and Commercial Safety – Engineers’ Insights

This article gathers engineers’ experiences and advice on selecting open‑source licenses, explaining GPL’s contagion risk, comparing permissive (MIT/Apache) and copyleft (GPL/LGPL) options, and offering practical guidelines for balancing technical freedom with commercial security across different project scenarios.

GPLMITR&D
0 likes · 10 min read
Choosing Open‑Source Licenses: Balancing Technical Freedom and Commercial Safety – Engineers’ Insights
Architecture and Beyond
Architecture and Beyond
Feb 1, 2025 · R&D Management

Developing Soft Skills for R&D in the AI Era: From Problem Definition to Critical Thinking

In the AI era, developers must shift from merely writing code to mastering soft skills such as problem definition, cross‑functional collaboration, and critical thinking, using AI tools as assistants while maintaining rigorous quality checks and clear communication to create real business value.

AIR&Dcritical thinking
0 likes · 17 min read
Developing Soft Skills for R&D in the AI Era: From Problem Definition to Critical Thinking
DevOps
DevOps
Jan 23, 2025 · R&D Management

Beyond Code: Principles for Software Development, Process, Collaboration, and Management

This article shares practical principles for software developers to transcend pure coding by respecting users, optimizing processes, enhancing collaboration, providing supportive management, and designing flexible, maintainable code, ultimately improving team efficiency and product quality.

R&DSoftware Developmentcoding practices
0 likes · 22 min read
Beyond Code: Principles for Software Development, Process, Collaboration, and Management
DevOps
DevOps
Oct 23, 2024 · R&D Management

The Importance of Vision in Management and Its Impact on Small Teams

This article explores why vision is a crucial, psychologically driven element in management, illustrates its role through examples like Google and SpaceX, explains how even small technical teams benefit from a clear vision, and concludes with a promotional notice for a DevOps engineering certification.

CultureR&Dleadership
0 likes · 7 min read
The Importance of Vision in Management and Its Impact on Small Teams
DevOps
DevOps
Oct 15, 2024 · R&D Management

Key Responsibilities and Full‑Process Management for Smart Hardware Project Managers

The article outlines the essential competencies, responsibilities, and end‑to‑end workflow—including initiation, design, testing, production, and risk control—that a project manager must master to successfully lead smart‑hardware development projects in manufacturing.

R&Dmanufacturingproject management
0 likes · 10 min read
Key Responsibilities and Full‑Process Management for Smart Hardware Project Managers
NetEase LeiHuo Testing Center
NetEase LeiHuo Testing Center
Sep 30, 2024 · R&D Management

Gaining Experience Through Effective Task Management in Test Development

This guide explains how test developers can efficiently complete diverse testing tasks by understanding task requirements, communicating details, classifying tasks, using visual and questioning techniques, preparing appropriate tools, executing work with structured processes, and reflecting on outcomes to turn experience into reusable skills.

R&Dproductivitysoftware testing
0 likes · 22 min read
Gaining Experience Through Effective Task Management in Test Development
Continuous Delivery 2.0
Continuous Delivery 2.0
Sep 19, 2024 · Artificial Intelligence

Applying Large Language Models for Automated Test Case Generation at KooJiaLe

This article describes how KooJiaLe, a leading 3D design company, built an AI‑powered platform that uses large language models to automate test case generation, detailing its workflow, generation modes, editing features, export options, optimization efforts, results, and remaining challenges.

AIAutomationLLM
0 likes · 8 min read
Applying Large Language Models for Automated Test Case Generation at KooJiaLe
IT Services Circle
IT Services Circle
Aug 25, 2024 · Artificial Intelligence

IBM China Revokes Access for Over 1,000 R&D Employees Amid AI Strategy Shift and Layoffs

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.

Artificial IntelligenceChinaCorporate Restructuring
0 likes · 8 min read
IBM China Revokes Access for Over 1,000 R&D Employees Amid AI Strategy Shift and Layoffs
Architect
Architect
Jun 2, 2024 · R&D Management

Rewarding Hard Work: Managing Team Morale and Incentives in Technical Organizations

The article examines why rewarding partial achievements and hard‑working teams is essential for morale, fairness, and long‑term performance, using real‑world cases to show the pitfalls of result‑only evaluation and proposing balanced incentive mechanisms for R&D groups.

R&Demployee incentivesmorale
0 likes · 9 min read
Rewarding Hard Work: Managing Team Morale and Incentives in Technical Organizations
Architecture and Beyond
Architecture and Beyond
Apr 27, 2024 · Product Management

Improving Efficiency in Domestic SaaS Companies: Product, R&D, Customer Acquisition, and After‑Sales Challenges

The article analyses the low efficiency problems faced by Chinese SaaS firms across product, development, customer acquisition and after‑sales, identifies root causes such as homogenous offerings, poor demand management, weak R&D processes, and proposes strategic, cultural, architectural, procedural and metric‑driven solutions to boost overall performance.

EfficiencyR&DSaaS
0 likes · 22 min read
Improving Efficiency in Domestic SaaS Companies: Product, R&D, Customer Acquisition, and After‑Sales Challenges
Architecture and Beyond
Architecture and Beyond
Apr 13, 2024 · R&D Management

Managing ‘Outlier’ Employees in Technical Teams: Types, Red Lines, and Effective Approaches

The article classifies five distinct types of outlier employees in technical teams, outlines five red‑line rules for managers, and offers practical guidance on how to embrace diversity, set clear boundaries, and handle such staff through open communication, appropriate reassignment, or decisive action when necessary.

R&Dleadershipoutlier employees
0 likes · 7 min read
Managing ‘Outlier’ Employees in Technical Teams: Types, Red Lines, and Effective Approaches
DevOps
DevOps
Apr 9, 2024 · R&D Management

The Rise and Fall of OKR: From Management Tool to Chinese KPI

This article traces the evolution of OKR in Chinese internet giants—from its 2013 introduction and peak popularity to its recent decline and conflation with KPI—while highlighting management theory origins, employee experiences, and concluding with a promotion for the IDCF DevOps conference.

Chinese techConferenceOKR
0 likes · 13 min read
The Rise and Fall of OKR: From Management Tool to Chinese KPI
Architecture and Beyond
Architecture and Beyond
Mar 30, 2024 · R&D Management

Guidelines for Conducting Quarterly R&D Team Retrospectives: Questions on Results, Process, Gaps, and Improvements

This article outlines a structured approach for R&D managers to lead quarterly retrospective meetings by asking four key question groups—result, process, gap, and improvement—each broken down into specific sub‑questions that help uncover issues, analyze causes, and define actionable plans for continuous performance enhancement.

Quarterly ReviewR&DRetrospective
0 likes · 19 min read
Guidelines for Conducting Quarterly R&D Team Retrospectives: Questions on Results, Process, Gaps, and Improvements
Architecture and Beyond
Architecture and Beyond
Dec 16, 2023 · R&D Management

How to Increase R&D Value: Business and Technical Value, Effective Time, and Cost Reduction

The article presents a framework for measuring and enhancing R&D value by combining business and technical value, optimizing effective time, and minimizing abnormal and normal costs through strategic prioritization, streamlined processes, engineering automation, and disciplined cost‑control practices.

Cost ReductionR&DTeam Efficiency
0 likes · 14 min read
How to Increase R&D Value: Business and Technical Value, Effective Time, and Cost Reduction
Wukong Talks Architecture
Wukong Talks Architecture
Oct 12, 2023 · R&D Management

How to Set Reasonable Team Goals Using the SMART Principle

This article explains how applying the SMART framework—Specific, Measurable, Achievable, Relevant, and Time‑bound—helps teams define clear, actionable goals, differentiate measurable KPIs from broader KRAs, and avoid common pitfalls such as vague objectives or resource‑driven targets.

KPIsR&DSMART
0 likes · 5 min read
How to Set Reasonable Team Goals Using the SMART Principle
DevOps
DevOps
Jun 9, 2023 · R&D Management

Preparing for Organizational Change: Building Urgency, Leadership, Team Participation, Goals, Research, and Action Plans

The article explains how to prepare for successful organizational change by creating urgency and recognition, establishing a change leadership team, guiding team participation, defining clear goals, conducting research interviews, and developing detailed action plans, all supported by practical examples and visual illustrations.

Change ManagementR&DStrategy
0 likes · 11 min read
Preparing for Organizational Change: Building Urgency, Leadership, Team Participation, Goals, Research, and Action Plans
JD Tech
JD Tech
May 17, 2023 · R&D Management

JD Supply Chain Low-Code Rule Engine Platform: Architecture, Challenges, and Solutions

This article describes JD Supply Chain's self‑developed low‑code rule engine platform, outlining its motivation, high‑concurrency performance challenges, value‑centric design, visual rule‑authoring workflow, SDK integration, and the resulting efficiency gains for both development and business teams.

R&Dbusiness automationhigh concurrency
0 likes · 16 min read
JD Supply Chain Low-Code Rule Engine Platform: Architecture, Challenges, and Solutions