[KongchangAI]

#AI Agent

1114 related articles

Codex Beginner's Guide: 12 Core Use Cases from Installation to Mastery
Tutorials
·2 min

Codex Beginner's Guide: 12 Core Use Cases from Installation to Mastery

A detailed guide to OpenAI Codex's 12 core use cases covering installation, Project management, multi-threading, memory systems, plugins, Skills, and automation workflows.

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AI Agent Skill Architecture Breakdown: Decision Layer + Encapsulation Layer + Execution Layer Practical Guide
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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AI Agent Context Management in Practice: A Complete Guide from Death Loops to Intelligent Truncation
Tutorials
·3 min

AI Agent Context Management in Practice: A Complete Guide from Death Loops to Intelligent Truncation

Deep dive into AI Agent context management: a three-step strategy from naive truncation to intelligent memory, covering sub-Agent architecture and long session evals to solve LLM context bloat.

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Harness Engineering in Practice: A Three-Layer Architecture for Taming AI Agent Development
Tutorials
·4 min

Harness Engineering in Practice: A Three-Layer Architecture for Taming AI Agent Development

A detailed guide to Harness Engineering's three-layer architecture for controlling AI Agent code generation quality, covering the Information, Constraint, and Automation layers with practical setup and pitfall avoidance tips.

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Vibe Coding Beginner's Guide: Learn AI-Assisted Programming in 10 Minutes with Zero Experience
Tutorials
·4 min

Vibe Coding Beginner's Guide: Learn AI-Assisted Programming in 10 Minutes with Zero Experience

A zero-experience beginner's guide to Vibe Coding. Learn to build practical tools with AI agents like Cursor in 10 minutes, covering core tips, Skills accelerators, and real-world examples.

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Step 3.5 Flash Deep Dive: How a 196B Parameter Open-Source Model Beat Gemini
Tech Frontiers
·4 min

Step 3.5 Flash Deep Dive: How a 196B Parameter Open-Source Model Beat Gemini

Deep dive into StepFun's Step 3.5 Flash: 196B parameter MoE model activating only 11B, 350 tokens/sec coding speed, 256K context window, local deployment ready. How it beats Gemini 3 Flash.

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AI Agent Development in Practice: 5 Evolutionary Stages from API Calls to Multi-Agent Collaboration
Tutorials
·3 min

AI Agent Development in Practice: 5 Evolutionary Stages from API Calls to Multi-Agent Collaboration

A complete guide to AI Agent development evolution: from API First principles to multi-Agent collaboration, covering prompt optimization, context engineering, and memory mechanisms to build reliable enterprise Agent systems.

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One Month of Vibe Coding: Lessons Learned from Building Real Projects with Zero Coding Experience
Product Reviews
·2 min

One Month of Vibe Coding: Lessons Learned from Building Real Projects with Zero Coding Experience

A creator with zero coding experience spent one month Vibe Coding with OpenAI Codex, completing two real projects. Here are the real pitfalls and three hard-won lessons.

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Manus Hands-On Review: Testing a General-Purpose AI Agent Across Three Real-World Scenarios
Product Reviews
·4 min

Manus Hands-On Review: Testing a General-Purpose AI Agent Across Three Real-World Scenarios

Hands-on testing of Manus general AI Agent across history report generation, Tesla stock analysis, and GAIA benchmarks. Compares vertical vs general agents with scoring data and limitation analysis.

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OpenManus Local Deployment Guide: Real-World Testing with DeepSeek & Troubleshooting Tips
Tutorials
·3 min

OpenManus Local Deployment Guide: Real-World Testing with DeepSeek & Troubleshooting Tips

Step-by-step OpenManus local deployment guide covering Conda setup, DeepSeek API config, and Playwright installation. Real-world testing reveals performance, Token costs, and current limitations.

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Langmanus Multi-Agent Framework Deep Dive: Architecture Principles and Agent Extension in Practice
Tutorials
·4 min

Langmanus Multi-Agent Framework Deep Dive: Architecture Principles and Agent Extension in Practice

Deep dive into Langmanus multi-agent framework architecture, explaining LangGraph orchestration with Coordinator, Planner, Supervisor and execution agents, plus a hands-on guide to adding custom agents.

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OpenManus Local Deployment Tutorial: DeepSeek Configuration & Real-World Testing Results
Tutorials
·4 min

OpenManus Local Deployment Tutorial: DeepSeek Configuration & Real-World Testing Results

Step-by-step OpenManus local deployment guide covering Conda setup, DeepSeek API configuration, and 3 real-world test cases validating AI Agent capabilities including web search and file generation.

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Manus Review: A Deep Dive Comparing It to MetaGPT to Reveal the True Capabilities of This AI Agent
Product Reviews
·3 min

Manus Review: A Deep Dive Comparing It to MetaGPT to Reveal the True Capabilities of This AI Agent

A deep review of Manus AI Agent across technology, product, and marketing dimensions, compared with MetaGPT. Core capabilities overlap by 90%+. Is it innovation or packaging?

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Coze Space vs Manus: Hands-On Comparison — Which AI Agent Automation Tool Is Better?
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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Manus Hands-On Review: One Prompt to Build a Snake Game — What AI Agents Can Really Do
Product Reviews
·4 min

Manus Hands-On Review: One Prompt to Build a Snake Game — What AI Agents Can Really Do

Hands-on Manus AI Agent review: generate a playable Snake game and physics animation site with one prompt. Covers registration, how it differs from ChatGPT, cloud execution, and current limitations.

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Manus Full Public Launch Review: Can an AI Agent Really Help Beginners Build a Social Media Business?
Product Reviews
·4 min

Manus Full Public Launch Review: Can an AI Agent Really Help Beginners Build a Social Media Business?

Manus AI Agent is now fully open. This hands-on review tests it through a complete social media startup scenario—from research to content production—revealing its real capabilities and limitations.

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Manus Open Access Full Review: 3 Real-World Tasks Reveal the True Level of AI Agents
Product Reviews
·4 min

Manus Open Access Full Review: 3 Real-World Tasks Reveal the True Level of AI Agents

Hands-on review of Manus after open registration: testing news webpage generation, flight search, and video creation reveals AI Agent limitations in accuracy, efficiency, and cost-effectiveness.

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Deep Analysis of the AI Coding Landscape: Why Context Determines the Fate of Cursor, Windsurf, and Their Peers
Industry Insights
·3 min

Deep Analysis of the AI Coding Landscape: Why Context Determines the Fate of Cursor, Windsurf, and Their Peers

Deep analysis of the AI coding sector: from GitHub Copilot to Cursor's $10B valuation, why context is the core moat, and how startups compete with tech giants.

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