#requirements analysis
79 related articles
·2 min
Level Up Claude Code: Building an Enhanced Plan Mode with Grill Me
Learn how to install and use the Grill Me Skill for Claude Code, replacing AI guesswork with structured questioning to clarify requirements before generating execution plans.
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Vibe Coding Beginner's Guide: Tool Selection Across Three Categories with Practical Examples
A comprehensive guide to Vibe Coding's three tool categories: Agent frameworks, CLI Coding, and IDE tools, with practical examples including Snake game and data analysis workbench.
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AI Coding Dependency: As Tools Get Stronger, Are Developers Getting Weaker?
Exploring the capability anxiety behind AI coding tool dependency. Analyzing the paradox of short-term efficiency vs. long-term skills, with strategies for developers to stay competitive in the AI era.
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·4 min
OpenAI Codex Desktop Experience: A Zero-to-Hero Guide for AI Programming
A detailed hands-on experience with OpenAI Codex Desktop, covering interface features and real-world examples. Free users can try it now with parallel tasks and natural language programming.
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·4 min
Agent Development Learning Roadmap: A Four-Stage Systematic Guide from Beginner to Practitioner
A systematic four-stage learning roadmap for AI Agent development, covering core concepts, classic paradigms like ReAct, multi-agent collaboration frameworks, and hands-on projects to master Agent development skills in 2-3 months.
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·3 min
Prompt Template Design for Document Summarization: A Practical Guide to Three-Layer Progressive Prompt Engineering
A practical guide to three-layer progressive Prompt template design for document summarization, covering requirements analysis, architecture design, validation, and optimization — boosting information extraction completeness from 78% to 91%.
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·2 min
ChatGPT Merges with Codex: What a 24-Hour Autonomous AI Assistant Means
OpenAI fully integrates Codex into ChatGPT, creating an AI digital worker capable of autonomous planning and up to 24 hours of continuous execution. A deep dive into core upgrades, use cases, and industry impact.
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Will AI Replace Programmers? Here's Wh…
·3 min
Will AI Replace Programmers? Here's What a Senior Developer Who Started Coding at 30 Has to Say
Will AI replace software engineers? A senior developer who started coding at 30 shares his real-world perspective on AI's impact on programming and what makes developers irreplaceable.
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Reasonix: A Coding Agent Optimized for…
·3 min
Reasonix: A Coding Agent Optimized for DeepSeek with 99% Cache Hit Rate
Deep dive into Reasonix coding agent: how it achieves 99% DeepSeek cache hit rate, cutting API costs to 1%. Covers setup, four conversation modes, MCP support, and more.
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Complete Guide to Claude Code Desktop:…
·3 min
Complete Guide to Claude Code Desktop: Direct Access in China + Chinese Localization + DeepSeek Integration
Step-by-step guide to installing Claude Code Desktop with DeepSeek integration for direct China access, Chinese localization, and custom Skill setup.
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LangGraph Core Explained: Its Relation…
·3 min
LangGraph Core Explained: Its Relationship with LangChain and Multi-Agent Orchestration Principles
Deep dive into LangGraph's core positioning, its relationship with LangChain, practical code comparisons of Chain vs Graph, understanding Agent essentials, and multi-agent orchestration design.
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AI Agent Development Learning Roadmap:…
·3 min
AI Agent Development Learning Roadmap: A Complete Four-Stage Guide from Beginner to Practitioner
A systematic AI Agent development learning roadmap covering core concepts, ReAct/CoT paradigms, multi-agent collaboration, and hands-on projects across four stages.
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Complete Hands-On Tutorial: Building a…
·3 min
Complete Hands-On Tutorial: Building a Base Converter with Trae + PySide6 from Scratch
A detailed guide on using Trae AI IDE with PySide6 to build a desktop base converter from scratch — covering prompt writing, code generation, testing, and EXE packaging.
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Vibe Coding in Practice: Building a GP…
·3 min
Vibe Coding in Practice: Building a GPS Check-in App from Scratch with AI — A Complete Walkthrough
A detailed guide to the four-step document-driven Vibe Coding method: from requirements docs to code generation, building a GPS check-in app with AI from scratch.
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AI Coding Skill Mechanism Explained: M…
·4 min
AI Coding Skill Mechanism Explained: Making AI Work Efficiently with Professional SOP Workflows
Deep dive into the Skill mechanism in AI coding: definition, purpose, and usage. Learn how Skills differ from Agent Constitutions and enable AI to follow professional workflows for tasks like debugging, code review, and requirements analysis.
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Cursor AI Programming in Practice: A C…
·3 min
Cursor AI Programming in Practice: A Complete Walkthrough from UI Design to Project Launch
A deep dive into Cursor AI's complete project development workflow, covering standardized prompts, UI design, code generation, and LangChain agent building.
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Doubao + Cursor in Practice: AI-Powere…
·2 min
Doubao + Cursor in Practice: AI-Powered Web Scraper Development in One Minute — Full Workflow
Full workflow for using Doubao to generate prompts and Cursor to auto-generate web scraper code. Covers AI chain collaboration, full-stack code generation, and auto-documentation.
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Codex Skill Feature Explained: Package…
·3 min
Codex Skill Feature Explained: Package Repetitive Work into Automated Workflows
A detailed guide to Codex Skill: two creation methods and practical applications. Package repetitive workflows into reusable Skills to automate meeting notes, task breakdowns, and more — no coding required.
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Practical Experience Building an Autom…
·2 min
Practical Experience Building an Automated Development Pipeline with Multi-AI Agent Collaboration
Practical experience building a dev pipeline with multiple AI Agents: three-Agent architecture, Batch API cutting 50% token costs, 24/7 async execution, and the one-person company paradigm.
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The Illusion of Vibe Coding: Why Progr…
·3 min
The Illusion of Vibe Coding: Why Programming Beginners Shouldn't Get Hooked on AI Conversational Coding
Deep analysis of Vibe Coding: why beginners generating code through AI chat are just producing digital waste, and the right path to learning programming with AI tools.
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