# Milvus

AI Agent Core Architecture Explained: A Deep Dive into the Four Key Modules — Perception, Brain, Action, and Memory

Deep dive into AI Agent architecture: explore the four core modules — Perception, Brain, Action, and Memory — covering RAG, tool calling, Chain of Thought, and more.

Java Developer's Guide to AI Applicati…

2026年6月6日·3 min

Java Developer's Guide to AI Application Development: Career Path, Skills, and Hands-On Strategy

A practical guide for Java developers transitioning to AI app development. Includes a 45-day learning plan covering Spring AI, RAG, Agent skills, plus resume and interview strategies.

AI Large Language Model Learning Roadm…

AI Large Language Model Learning Roadmap: A Complete Guide from Zero to Project Implementation

A systematic AI LLM learning roadmap covering prompt engineering, RAG, AI Agent development, and fine-tuning — with beginner-friendly paths and practical tips.

AI Agent Development Learning Roadmap:…

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.

AI Agent Development Learning Roadmap:…

2026年6月6日·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.

AI Agent Global Variable Pool & Memory…

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.

Self-Study Guide to AI Agent Developme…

Self-Study Guide to AI Agent Development: A Complete Path from Zero to Production

A practical self-study roadmap for AI Agent development: covering core skills, common pitfalls, phased learning plans, and interview prep to help developers go from concept collectors to builders.

AI Large Language Model Learning Roadm…

2026年6月6日·3 min

AI Large Language Model Learning Roadmap for Beginners: A Three-Month Hands-On Guide

A detailed zero-to-hero AI large model learning roadmap covering four phases—fundamentals, RAG, Agents, and engineering deployment—with a practical three-month study plan and career advice.

2026年6月4日·4 min

5 Viable Paths to Making Money Independently with Python

5 proven paths to making money independently with Python: automation scripts, AI app development, quantitative trading, tool/course sales, and full-stack web services, with pricing references and practical tips.

2026年6月4日·4 min

OpenAI Swarm Framework Explained: The Core Mechanisms of Function Call and Handoff

Deep dive into OpenAI Swarm multi-agent orchestration framework, explaining Function Call tool invocation and Handoff task transfer mechanisms with local deployment guide.

Agent Tuning: A Complete Guide to Training LLMs with Agent Capabilities

Agent Tuning: A Complete Guide to Training LLMs with Agent Capabilities

A deep dive into Agent Tuning principles and practices, covering why Agent training is needed, the evolution from Prompt to RAG to Agent, development workflows, and cost assessment for private deployment.

Getting Started with RAG: What Is Retrieval-Augmented Generation and How Does It Solve LLM Hallucination?

2026年6月3日·2 min

Getting Started with RAG: What Is Retrieval-Augmented Generation and How Does It Solve LLM Hallucination?

RAG (Retrieval-Augmented Generation) is the core solution for LLM hallucination. Learn RAG concepts, how it works, three causes of hallucination, and the complete learning path from basics to Knowledge Graph RAG.

Enterprise RAG Project in Practice: A Complete Guide from Principles to Deployment

Enterprise RAG Project in Practice: A Complete Guide from Principles to Deployment

Complete guide to enterprise RAG projects covering principles, LangChain implementation, data processing, retrieval optimization, evaluation, and cloud deployment for AI knowledge base applications.

Getting Started with AI Agent Development: A Complete Learning Path from Concepts to Practice

Getting Started with AI Agent Development: A Complete Learning Path from Concepts to Practice

A comprehensive guide to AI Agent development for beginners, covering core concepts, market outlook, LangChain framework, RAG knowledge bases, and hands-on projects to systematically master intelligent agent development skills.

AI Hallucinations: Why Large Language Models Inevitably "Make Things Up" and How to Deal With It

Deep Dives

2026年6月3日·4 min

AI Hallucinations: Why Large Language Models Inevitably "Make Things Up" and How to Deal With It

Deep dive into AI hallucination's three root causes: training objective flaws, exposure bias, and probabilistic generation. Covers classification and practical mitigation strategies including RAG.

Complete Guide to Building AI Agent Projects with WindSurf: Practical Tips & Techniques

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.

Is Context Engineering the Core of Agent Development? A Deep Dive into Architecture and Practical Solutions

Deep Dives

2026年6月3日·4 min

Is Context Engineering the Core of Agent Development? A Deep Dive into Architecture and Practical Solutions

Deep dive into context engineering as the core of Agent development, covering five context modules, four pain points, and dynamic assembly solutions including compression, hybrid retrieval, multi-Agent architecture, and state machine control.

Building an AI Agent Mobile App with Zero Code: From Prompt to App Store — A Complete Walkthrough

Building an AI Agent Mobile App with Zero Code: From Prompt to App Store — A Complete Walkthrough

Learn how to use VibeCodeApp to build a D2C e-commerce AI Agent mobile app with RAG capabilities using natural language prompts — from writing prompts to App Store deployment.

Dify 1.8 Deployment Guide: Complete Walkthrough from Docker Installation to AI App Development