[KongchangAI]

#AI Agent

1088 related articles

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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Hung-yi Lee's 2026 Course Notes: Deep Dive into the Three Core Capabilities of AI Agents
Deep Dives
·2 min

Hung-yi Lee's 2026 Course Notes: Deep Dive into the Three Core Capabilities of AI Agents

Notes from Hung-yi Lee's 2026 AI Agent course covering AI Agent definition, LLM-driven principles, and three core capabilities: Memory, Function Calling, and Planning with Tree Search.

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Kimi OK Computer Hands-On Review: In-Depth Evaluation of AI Agent Performance Across Four Scenarios
Product Reviews
·4 min

Kimi OK Computer Hands-On Review: In-Depth Evaluation of AI Agent Performance Across Four Scenarios

In-depth hands-on review of Kimi's AI Agent 'OK Computer' across website building, data analysis, audio picture books, and PPT creation. Can an agent with 20+ built-in tools truly do your work?

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Manus vs Tiangong vs Liaobots: AI Subtitle Translation Real-World Scoring Comparison
Product Reviews
·3 min

Manus vs Tiangong vs Liaobots: AI Subtitle Translation Real-World Scoring Comparison

Real-world comparison of Manus, Tiangong, and Liaobots translating English tech presentation subtitles, scored across colloquial handling, terminology accuracy, and ASR error correction.

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Manus AI Hands-On Review: Can This AI Agent Actually Do Your Work? 4 Real-World Scenarios Tested
Product Reviews
·4 min

Manus AI Hands-On Review: Can This AI Agent Actually Do Your Work? 4 Real-World Scenarios Tested

In-depth hands-on review of Manus AI across 4 real scenarios: competitor analysis, content planning, no-code website building, and automated PPT creation. See how this AI Agent evolves from assisting thinking to executing tasks.

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How NVIDIA AI Agents Turn Massive Video Feeds into Searchable, Real-Time Intelligence
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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The MARVIS Project: A Complete Analysis of Embedded AI Agents Empowering Autonomous Space Exploration
Deep Dives
·2 min

The MARVIS Project: A Complete Analysis of Embedded AI Agents Empowering Autonomous Space Exploration

Deep dive into how the MARVIS project deploys LLM agents on spacecraft, covering agent architecture, edge hardware token performance benchmarks, expert evaluations, and space AI benchmark planning.

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