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Yunqi AI+
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Yunqi AI+

Focuses on AI-powered enterprise digitalization, sharing product and technology practices. Covers AI use cases, technical architecture, product design examples, and industry trends. Aimed at developers, product managers, and digital transformation professionals, providing practical solutions and insights. Uses technology to drive digitization and AI to enable business innovation.

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Recent Articles

Latest from Yunqi AI+

37 recent articles
Yunqi AI+
Yunqi AI+
Apr 2, 2026 · Industry Insights

From Code Writer to AI Conductor: How Vibe Coding Lets a Manager Build a Full Product with Just Words

The article recounts how a technically‑savvy manager used the AI‑driven Vibe Coding paradigm to create an end‑to‑end system—content generation, AI客服, ordering, shop management and token monitoring—solely through natural‑language prompts, highlighting the shift from traditional engineering to AI‑guided product development.

AI programmingLLMSoftware Engineering
0 likes · 7 min read
From Code Writer to AI Conductor: How Vibe Coding Lets a Manager Build a Full Product with Just Words
Yunqi AI+
Yunqi AI+
Mar 29, 2026 · Artificial Intelligence

Balancing AI‑Driven Coding Speed with Quality Control

The article examines how AI can dramatically accelerate code generation for new projects while highlighting that, without robust automated quality‑control mechanisms, this speed boost can jeopardize reliability, especially in legacy systems where incomplete context hampers AI output, and proposes engineering practices to maintain quality.

AI programmingCode Generationautomation
0 likes · 9 min read
Balancing AI‑Driven Coding Speed with Quality Control
Yunqi AI+
Yunqi AI+
Mar 27, 2026 · Artificial Intelligence

From AI Assistants to Production Agents: How Harness Becomes Core Infrastructure

The article explains how AI‑driven software is shifting from simple functional tools to result‑oriented autonomous systems, and argues that building production‑grade agents requires a dedicated engineering layer—called Harness—that provides task orchestration, state management, tool integration, observability, security, and governance.

AI agentsAgent EngineeringHarness
0 likes · 21 min read
From AI Assistants to Production Agents: How Harness Becomes Core Infrastructure
Yunqi AI+
Yunqi AI+
Mar 25, 2026 · R&D Management

How to Build a Code Review Agent Skill: From Skeleton to Cost‑Effective Localization (Part 2)

This article walks through the complete process of creating a Code Review Skill for AI agents, covering skeleton definition, architecture‑ and coding‑rule derivation, business‑logic checks, unit‑test standards, context routing, token‑consumption analysis, cost‑optimisation tips, and how to extend the pattern to other skills.

Agent SkillCOLA ArchitectureContext Routing
0 likes · 16 min read
How to Build a Code Review Agent Skill: From Skeleton to Cost‑Effective Localization (Part 2)
Yunqi AI+
Yunqi AI+
Mar 23, 2026 · Information Security

Beyond the Hype: How to Safely and Effectively Use OpenClaw AI Agent

The article examines OpenClaw’s rapid rise, outlines concrete security risks such as prompt injection and skill‑market poisoning, and provides a step‑by‑step framework for defining use cases, isolating environments, limiting permissions, and maintaining cost‑effective, long‑term operation.

AI agentOpenClawSecurity
0 likes · 13 min read
Beyond the Hype: How to Safely and Effectively Use OpenClaw AI Agent
Yunqi AI+
Yunqi AI+
Mar 22, 2026 · Artificial Intelligence

Designing Hierarchical Skills and Sub‑Agents for Product Development Teams

The article explains how to define, abstract, and evaluate reusable AI Skills, integrate them into collaborative workflows, and evolve them into Sub‑Agents that own continuous responsibilities, providing concrete examples, design principles, metrics, and a step‑by‑step rollout plan for product development teams.

AI agentsSkill DesignSub-Agent
0 likes · 14 min read
Designing Hierarchical Skills and Sub‑Agents for Product Development Teams
Yunqi AI+
Yunqi AI+
Mar 20, 2026 · R&D Management

How AI Is Redefining Product‑Development Collaboration and Turning Knowledge Into Organizational Assets

The article analyzes how AI reshapes product‑development workflows, forces a redefinition of the product manager role, pushes demand clarification ahead of engineering, upgrades governance, and shifts competitive advantage from manual delivery to structured knowledge assets, offering concrete recommendations for organizations entering the AI era.

AIKnowledge AssetsOrganizational Change
0 likes · 15 min read
How AI Is Redefining Product‑Development Collaboration and Turning Knowledge Into Organizational Assets
Yunqi AI+
Yunqi AI+
Mar 18, 2026 · Industry Insights

Which Enterprise AI Scenarios Are Worth Pursuing and How to Implement Them

The article argues that choosing the right AI scenario and redesigning business processes is far more critical than model selection, outlines proven use‑cases across sales, marketing, customer service, engineering, supply chain, finance, HR, and legal, and provides a practical three‑dimensional framework for prioritizing and rolling out AI projects.

AI implementationAI use casesBusiness Process Automation
0 likes · 17 min read
Which Enterprise AI Scenarios Are Worth Pursuing and How to Implement Them
Yunqi AI+
Yunqi AI+
Mar 18, 2026 · Artificial Intelligence

Making AI Write Production-Ready Code via Context Engineering (COLA 5.0 & Spring Boot 3.x)

The article presents a systematic context‑engineering method that feeds project‑level, file‑level and task‑level knowledge to Claude/Claude‑CLI or Cursor, turning AI from an inconsistent code generator into a reliable collaborator, and quantifies token savings and consistency gains in a COLA 5.0 + Spring Boot 3.x project.

AI CodingCOLACode Consistency
0 likes · 14 min read
Making AI Write Production-Ready Code via Context Engineering (COLA 5.0 & Spring Boot 3.x)
Yunqi AI+
Yunqi AI+
Mar 15, 2026 · Operations

How to Keep Your AI Knowledge Base Accurate and Up‑to‑Date

This guide explains the standardized workflow, documentation standards, and quality‑control mechanisms that business and product teams should follow to maintain a high‑quality AI knowledge base, ensuring agents always provide correct answers.

AI knowledge baseDocumentation StandardsFAQ creation
0 likes · 24 min read
How to Keep Your AI Knowledge Base Accurate and Up‑to‑Date