#LLM Agent engineering
2375 related articles
Deep Dives·4 min
Agent Loop Core Mechanism Explained: Building a ReAct Loop from Scratch (With Debugging War Stories)
Deep dive into Agent Loop, the core mechanism of AI Agents, based on ReAct architecture. Covers Tool Call ID handling, context management, assistant message feedback, with full Python code and common bug fixes.
Read more →
Product Reviews·4 min
GPT-5.2, Claude 4.5, Gemini 3 Pro Hands-On Comparison: 2025 Buying Guide
2025 hands-on comparison of GPT-5.2, Claude Sonnet 4.5, Gemini 3 Pro, and Grok 4.1 across image generation, deep research, writing, and reasoning, with pros/cons summary and budget-friendly access tips.
Read more →
Deep Dives·2 min
MCP Protocol Architecture Deep Dive: Host-Client-Server Three-Layer Design and Three Core Primitives
Deep dive into MCP's Host-Client-Server three-layer architecture and its Resources, Tools, Prompts primitives. Learn how it transforms AI tool integration from M×N to M+N.
Read more →
Deep Dives·1 min
Ralph Loop: The New AI Programming Paradigm That Beats Multi-Agent Systems Through Iterative Trial and Error
Ralph Loop is a 2025 AI programming paradigm: a memoryless AI Agent repeatedly reads the same Prompt, accumulates experience via file systems, beating multi-agent architectures through iterative loops.
Read more →
Tutorials·1 min
AI Crop Pest & Disease Early Warning System: A Detailed RAG + Agent Implementation Guide for Graduation Projects
A detailed guide to building an AI crop pest early warning system for graduation projects, covering image recognition, RAG knowledge retrieval, Agent-based alerting, data visualization, and weather monitoring.
Read more →
Tutorials·1 min
AI Agent Interview Focus Comparison: ByteDance vs. Tencent vs. Alibaba — Differences in Approach & Preparation Strategies
Deep comparison of AI Agent interview focuses at ByteDance, Tencent, and Alibaba: ByteDance drills ReAct implementation & RLHF details, Tencent emphasizes MCP protocols & memory systems, Alibaba focuses on multi-Agent architecture & business deployment.
Read more →
Tutorials·2 min
Harness Engineering Explained: A Guide to Building a Four-Step Closed-Loop AI Agent Work System
A deep dive into the Harness Engineering four-step closed-loop principle (Goal, Action, Verification, Memory), clarifying its relationship with Prompt Engineering, Context Engineering, and MCP.
Read more →
Expert Opinions·2 min
In the Age of AI Coding, Is It Still Worth Learning to Program?
When AI writes code faster than most engineers, should ordinary people still learn to program? A veteran developer analyzes how coding skills become the lever for harnessing AI productivity.
Read more →
Tutorials·1 min
AI Agent Open-Source Course: 36 Chapters from ReAct to Claude Code Full-Stack Practical Guide
Open-source GitHub project agent-study offers 36 chapters covering ReAct loops, Claude Code reverse engineering, MCP protocol, RAG, DSPy, and production observability as runnable Python code.
Read more →
Tutorials·3 min
Claude Code DeepSeek Configuration Tutorial: Get Running in 3 Steps with settings.json
Complete guide to configuring Claude Code's settings.json for DeepSeek, Zhipu, and MiniMax integration. Covers file extensions, directory paths, JSON syntax errors, and a 3-step setup process.
Read more →
Tutorials·4 min
OMO Plugin in Action: Sisyphus Multi-Agent Collaboration for Building an AI Programming Team
Deep dive into the Oh My OpenCode (OMO) plugin's Sisyphus multi-agent system for intelligent AI model scheduling and collaborative development, with practical demos.
Read more →
Product Reviews·4 min
SparkWinShape Review: Is Windsurf Auto Account-Switching for Unlimited Claude Opus Actually Reliable?
Real-world test of SparkWinShape plugin for Windsurf auto account-switching to use Claude Opus unlimited. Covers workflow, core features, risk analysis, and compliant alternatives.
Read more →
Tutorials·4 min
Unlimited Free Windsurf Accounts: Complete Guide to Seamless Account Switching & Credit Compression
Complete guide to Windsurf batch registration, seamless account switching, credit compression, and MCP sustained conversations for unlimited GPT-5.2 calls with free accounts.
Read more →
Tutorials·4 min
Windsurf Seamless Account Switching Tool "Spark": Auto-Switch Accounts for Unlimited Free Credits
Detailed analysis of the Windsurf seamless account switching tool "Spark": batch account management, auto Token refresh, seamless switching mechanism, MCP-based long conversations, ban risks, and compliant alternatives.
Read more →
Tutorials·4 min
Windsurf Seamless Account Switching Tool "Spark": Auto-Switch Accounts for Unlimited Free Credits
Detailed analysis of the Windsurf seamless account switching tool "Spark": batch account management, automatic Token refresh, seamless switching mechanism, MCP long conversation capability, ban risks, and compliant alternatives.
Read more →
Deep Dives·3 min
Should AI Output Markdown or HTML? Two Dimensions to Help You Choose Quickly
Should AI output Markdown or HTML? This article provides a clear format selection framework using two dimensions—content maintenance lifecycle and reading comprehension efficiency—with practical scenarios and a comparison table.
Read more →
Tutorials·4 min
AI Agent Memory Architecture Design: Four-Layer Partitioning + Bitemporal Modeling Practical Guide
A deep dive into production-grade AI Agent memory architecture covering four-layer partitioning, bitemporal modeling, and skill extraction to eliminate hallucinations and historical amnesia.
Read more →
Product Reviews·3 min
Jules Review: Is Google's Free AI Coding Agent Worth It? A Deep Comparison with Cursor
Deep review of Google's free AI coding agent Jules — covering GitHub integration, async coding, voice summaries, and a full comparison with Cursor and GitHub Copilot.
Read more →
Tech Frontiers·3 min
DeepSeek V3.2 Released: Reasoning on Par with GPT-5, First to Integrate Deep Thinking into Tool Use
DeepSeek V3.2 is officially released and open-sourced with reasoning on par with GPT-5, second only to Gemini 3.0 Pro. First to integrate deep thinking into tool use, with top-tier agent capabilities and an IMO 2025 gold medal.
Read more →
Tutorials·3 min
Agency Agents: 144 AI Role Templates with One-Click Installation for Cursor/Claude Code
Agency Agents provides 144 structured AI Agent role templates across 12 domains, with one-click installation for Claude Code, Cursor, Windsurf and more.
Read more →