#plug-and-play modules
91 related articles
·4 min
MCP vs Function Calling: Core Differences and Selection Guide
Deep dive into 3 core differences between MCP and Function Calling: coupling, interaction breadth, and security. Learn why AI needs a unified protocol and how to choose the right approach.
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·3 min
CODESYS MCP Tools Explained: Configuration and Practice for AI-Driven PLC Programming
Detailed guide on CODESYS MCP Server architecture, 19 tool capabilities, IDE and AI client configuration, with traffic light and motion control program generation demos.
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·3 min
Claude Code Status Ambient Light: A Traffic Light System for Real-Time AI Programming Status
Build a traffic light system using Claude Code's Hooks callbacks to display real-time AI programming status via LEDs, light strips, and buzzers with serial communication on Zephyr RTOS.
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·4 min
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.
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Product Reviews·4 min
Claude Code: The AI Programming Tool That Frees Product Managers from 'Waiting on Engineers'
Deep dive into how Claude Code helps product managers independently investigate bugs, understand codebases, and generate professional technical reports — transforming PM-engineer collaboration.
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Product Reviews·4 min
Claude Code: The AI Programming Tool That Frees Product Managers from 'Waiting on Engineers'
Deep dive into how Claude Code helps product managers independently investigate bugs, understand codebases, and generate professional technical reports—boosting PM-engineer collaboration efficiency.
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Tutorials·4 min
OpenAI Codex in Practice: A Complete Workflow for Advancing 6 Projects Simultaneously
A detailed guide to OpenAI Codex desktop app's multitasking workflow, covering iOS development, web deployment, design integration, video production, investor decks, and social media automation.
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Research·4 min
Deep Dive into Claude Code's Open-Source Architecture: The Design Philosophy Behind 510,000 Lines of Code
Deep analysis of Claude Code's open-source architecture: dual-loop design, 7-step tool pipeline, 4-layer token compression, memory systems, and multi-agent collaboration patterns.
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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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Research·3 min
MementoGUI: A Multimodal Memory Management Framework for Solving Long-Horizon GUI Agent Amnesia
MementoGUI is a plugin-style multimodal memory management framework that solves GUI agent forgetting in long-horizon tasks through dual time-scale memory and four memory control operators, boosting long-task completion without fine-tuning.
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Tutorials·2 min
Dify 1.8.0 Hands-On Tutorial: Complete Guide from Deployment to Building AI Applications
A detailed guide to Dify 1.8.0 Docker deployment, environment setup, and AI app building. Covers five app types, comparisons with Coze, workflow creation, and more for this open-source AI platform.
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Tutorials·3 min
Open-Source Multi-Agent Intelligent Diagnostic System: Deep Dive into MCP + RAG + Skill Routing Architecture
Deep dive into an open-source multi-Agent diagnostic system built on modified OneCall, featuring MCP real-time interaction, RAG-enhanced Q&A, and Skill routing to minimize Token consumption.
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Deep Dives·2 min
The Rise of AI Operating Systems: How Large Models Are Evolving from Tools to OS
AI is evolving from a single tool into a complete operating system. This article analyzes AI OS core architecture, MCP/A2A protocol standardization, and how Agents are becoming the next OS paradigm.
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Deep Dives·2 min
How to Add Deep Research Skills to AI Agent Frameworks: NVIDIA's Skill-Based Architecture Explained
Explore NVIDIA's Deep Research Skill approach for embedding deep research capabilities as skill modules into AI Agent frameworks like Claude Code and LangChain, enabling goal decomposition, multi-source retrieval, and knowledge synthesis.
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Deep Dives·4 min
AI Agent Skill Architecture Breakdown: Decision Layer + Encapsulation Layer + Execution Layer Practical Guide
Deep breakdown of AI Agent Skill's three-layer architecture: decision layer dynamic routing, encapsulation layer SOP standardization, and execution layer state machine self-healing, with practical solutions for context explosion, error recovery, and generality balance.
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Product Reviews·4 min
Coze Space vs Manus: Hands-On Comparison — Which AI Agent Automation Tool Is Better?
Hands-on review of Coze Space with real-world tests including enterprise analysis reports and stock comparisons, plus a full comparison with Manus to see which AI Agent automation tool comes out on top.
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Deep Dives·3 min
How NVIDIA AI Agents Turn Massive Video Feeds into Searchable, Real-Time Intelligence
Deep analysis of NVIDIA's latest video AI Agent solution, using multimodal LLMs and modular Skills architecture to transform massive surveillance video into searchable real-time intelligence.
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Tech Frontiers·4 min
130K Stars! CLAUDE.md Distilling Karpathy's Insights Takes GitHub by Storm
GitHub project andrej-karpathy-skills earned 130K Stars with a single CLAUDE.md file, converting Karpathy's LLM coding pitfall insights into AI behavioral guidelines for Claude Code.
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Product Reviews·4 min
Complete Guide to iFlow CLI: A Free AI Coding Terminal Tool Put to the Test
A detailed guide to iFlow CLI, a free AI coding terminal tool covering installation, four working modes, Subagent, MCP features, and cost-saving strategies with Claude Code/Cursor to cut AI coding expenses by 50%+.
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Product Reviews·3 min
Trae 2.0 SOLO Mode In-Depth Review: Full Workflow from Natural Language to Website Deployment
In-depth review of ByteDance's Trae 2.0 SOLO mode: from natural language requirements to one-click website deployment. Covers memory, self-repair upgrades, and impact on Manus and Genspark.
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