#LLM behavior editing
170 related articles
·2 min
Codex Systematic Tutorial: From Beginner to Enterprise-Level AI Engineering
In-depth guide to Codex AI programming tool: environment setup, Rules system, MCP protocol integration, multi-Agent collaboration, and enterprise RAG customer service project for complete AI engineering deployment.
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·4 min
AI Agent Development Learning Roadmap: A Complete Four-Stage Plan from Zero to Production
A systematic AI Agent development learning roadmap covering LLM API calls, ReAct framework, memory mechanisms, and multi-agent collaboration across four stages with timeline and project suggestions.
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·4 min
AI Agent Global Variable Pool & Memory Mechanisms: A Practical Guide to Workflow Node Data Passing
Deep dive into global variable pool design for AI Agent development, covering three memory types, variable scoping, node execution architecture, and placeholder variable replacement workflows.
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·3 min
One-Click JMeter Script Generation with AI Skill: A Practical Technique for 12x Efficiency Gains
Automate JMeter script generation with AI Skills, cutting manual configuration from 1 hour to 5 minutes. Learn the core Skill template elements, real efficiency data, and team standardization value.
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·3 min
The Complete Vibe Coding Tool Landscape: From Cursor to CodeBuddy — How to Choose Among Nine Leading Tools
Compare 9 leading Vibe Coding tools — Cursor, CodeBuddy, Codex, Trae & more. Find the best AI coding assistant for beginners to pro developers.
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·2 min
SiYuan Note: A Complete Analysis of the Privacy-First Open Source Knowledge Management System
An in-depth analysis of SiYuan, a privacy-first, self-hosted open source knowledge management system. Explore its architecture, core features, use cases, and advantages over Obsidian and Logseq.
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·2 min
Interpreting Cursor's Developer Habits Report: AI Programming Is Reshaping Software Development
Cursor releases its Developer Habits Report based on the world's most comprehensive AI programming dataset. This article analyzes how AI is reshaping software development workflows and model strategies.
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Tutorials·2 min
Building a Financial Analysis Agent with Cursor + MCP: From Architecture Design to Production Deployment
A complete guide to building a financial analysis Agent system from scratch using Cursor AI and MCP protocol, covering three-layer architecture design, MCP Server development, and production deployment.
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Tutorials·2 min
Claude Code Hooks: The Ultimate Solution for Replacing Prompts with Deterministic Control
Deep dive into Claude Code Hooks: achieve deterministic control over code formatting, dangerous command blocking, and team config sharing via lifecycle events.
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Tutorials
Firebase AI Logic in Practice: Buildin…
·2 min
Firebase AI Logic in Practice: Building Intelligent Task Decomposition from Scratch with AI Agents
Learn how to add intelligent task decomposition to a cross-platform to-do app using Firebase AI Logic and Gemini, covering structured output, App Check security, and server-side Prompt templates.
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Tutorials·3 min
Complete Guide to Building AI Agent Projects with WindSurf: Practical Tips & Techniques
Complete practical guide to building AI Agent Frameworks with WindSurf, covering technology selection, component generation, code refactoring, debugging, and deployment tips.
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Tutorials·3 min
Optimizing ASR Startup Scripts with DeepSeek: Intelligent Detection Over Countdown Timers
Learn how to use DeepSeek to rewrite ASR local AI project startup scripts from countdown mode to intelligent output-based detection, with full steps and troubleshooting tips.
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Tutorials·3 min
AI Fully Automated Talking-Head Short Video Production: From Editing to Publishing in Just 5 Minutes
A proven AI workflow automates talking-head short video production end-to-end — from video packaging and copywriting to thumbnail creation and multi-platform scheduled publishing — in just 5 minutes.
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Tutorials·3 min
Cursor 2.0 in Practice: Building a Complete App with Parallel Agent Development
Deep dive into Cursor 2.0's new features including Agent view, built-in browser debugging, parallel Agent development, and Composer 1 model through building a complete habit tracker app.
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Tutorials·3 min
OpenCode Getting Started Guide: Choosing Your Installation Method & Core Features Explained
A detailed guide to OpenCode's three installation methods (Desktop, CMD, WSL) and core features including Agent architecture, custom commands, MCP integration, and Agent Skills.
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Deep Dives·4 min
Can AI Agents Replace a Development Team? A Practical Guide for Non-Technical People
Can non-technical people use AI Agents to build virtual dev teams? From CEO Agent to Developer Agent, we analyze the theory vs. reality and offer a practical implementation guide.
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Tutorials·3 min
Context Engineering in Practice with CodeBuddy IDE: Two Rule Files to Generate Apps with a Single Sentence
Learn how to apply Context Engineering in CodeBuddy IDE using two custom rule files — a Requirements-to-TODO-LIST engine and a Project Execution engine — to generate complete apps with a single sentence.
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Industry Insights·3 min
AI Fully Automated Orchestration in Practice: How Software Production Costs Are Being Completely Disrupted
Deep analysis of AI fully automated software orchestration: from Claude Code workflows to parallel orchestration strategies, exploring how models like MiniMax M1 drive software production costs toward zero.
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Tutorials·3 min
Cursor 2.0 in Practice: Vibe Coding Methodology & Guide to 10x Coding Efficiency
Deep dive into Cursor 2.0's Vibe Coding methodology with two real-world scenarios: full-stack site building and enterprise bug fixing using the Rules, Commands, Context architecture for 10x dev efficiency.
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Product Reviews·3 min
Zenflow Hands-On Review: Spec-Driven AI Coding vs. Pure Prompt-Based Development
In-depth review of Zenflow's spec-driven AI coding vs Google AI Studio's prompt-based approach. Covers multi-agent execution, automated validation, version rollback, and the paradigm shift in AI programming.
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