#message sequences
287 related articles
Industry Insights·3 min
AI Agents Deep Dive: The Paradigm Shift from Chat Tools to Autonomous Execution Systems
Deep analysis of AI Agents vs LLMs, covering three evolution stages, four core architecture components, three penetration paths, multi-agent collaboration, and societal impact.
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Product Reviews·3 min
Link CC MCP 1.3.4 in Action: AI Fully Automates Development of a Cocos Match-3 Game
Using Cocos Creator plugin Link CC MCP 1.3.4, AI builds a complete Match-3 game from a single prompt—covering scenes, scripts, animations, and levels in 10 minutes.
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Expert Opinions·3 min
Developer with 320K Subscribers: I'm Sick of the AI Hype!
Veteran developer ArjanCodes (320K subscribers) says he's sick of AI hype. He argues shipping fast isn't software development, coding is just the tip of the iceberg, responsibility can't be delegated to AI, and fundamentals remain a developer's core edge.
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Tutorials·2 min
Vibe Coding in Practice: Building a Mini-OpenClaw Agent from Scratch Without Writing Code
Learn how to build a Mini-OpenClaw Agent framework using Vibe Coding with zero code, covering OpenClaw's architecture, LangChain integration, and AI-assisted development workflows.
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Tutorials·3 min
Agent Skills Explained: Structure, Core Principles, and Practical Application Guide
Deep dive into AI Agent Skills: their concept, core structure (skill.md, references, scripts, assets), and practical use cases to help you master the complete learning path from understanding to customizing Skills.
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Product Reviews·3 min
Ara: An Open-Source Computer Use Tool as a Multi-Agent Automation Alternative to OpenClaw
Ara is an open-source Computer Use tool and OpenClaw alternative that uses multi-AI-agent collaboration to automate tasks. Explore its architecture, use cases, and competitive landscape.
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Tech Frontiers·2 min
Google I/O 2026: The Agentic Gemini Era Has Arrived — How AI Agents Will Change Everything
Google I/O 2026 announces the Agentic Gemini era, shifting AI from passive conversation to proactive task execution. This article analyzes Agentic AI concepts, Google's strategy, and how AI Agents will reshape the industry.
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Product Reviews·2 min
Gemini 3.1 Pro Hands-On Review: In-Depth Experience with Six Major Features Including Music, Video, and Coding
In-depth hands-on review of Google Gemini 3.1 Pro's six core features: AI music generation, video creation, natural language programming, SVG animation, zero-code website building, and smart scheduling.
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Product Reviews·2 min
Visual Programming to Control a Cat: Analyzing a Creative Coding Game from Bilibili's AI Game Track
Analysis of a creative coding game from Bilibili's AI game track: control a cat through levels by dragging visual modules. Covers loops, conditionals, sensors, tech trees, and resource management.
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Tutorials·2 min
Practical Guide to OpenAI Agents SDK Message Types and Conversation History Management
Deep dive into OpenAI Agents SDK's five message types, conversation history management, and common pitfalls including static/dynamic instructions and Function Call pairing.
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Deep Dives·2 min
AI Agent Conversation History Management: From Message Lists to Event-Driven Architecture
Traditional user-assistant alternating chat history can't meet complex AI Agent needs. This article explores modeling Agent interactions as event sequences, revealing Agents as workflow engines.
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Deep Dives·2 min
How AI Agents Work: The Four Core Elements and ReAct Loop Decision-Making Mechanism Explained
Deep dive into AI Agent's four core elements (LLM, Tools, Prompts, Executor) and ReAct loop decision mechanism, with a weather query example walkthrough.
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Tutorials·2 min
Claude Code Keeps Writing Garbage Code? A Configuration Guide for CLAUDE.md and AGENTS.md
Deep dive into CLAUDE.md and AGENTS.md configuration for Claude Code. Real cases show proper setup reduces context explanation time from 60% to near zero, letting AI truly understand your project.
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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.
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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.
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Product Reviews·3 min
DeepSeek V4 + Claude Code for UI Automation Testing: 11 Test Cases for Just $0.08
DeepSeek V4 Pro + Claude Code + Playwright generates 11 UI automation test cases in 16 minutes for just $0.08 total, about $0.007 per case. Full walkthrough with cost analysis.
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Tutorials·2 min
Claude Account Ban Reasons & Anti-Ban Registration Guide (2025 Latest)
Analysis of why Claude bans accounts due to inconsistent environment signals. Complete guide on aligning timezone, language, and browser fingerprint, plus Gmail and Claude registration steps.
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Product Reviews·2 min
Open Design: An Open-Source AI Design Framework That Connects to Your Existing Coding Agents
Open Design is a local-first Apache 2.0 open-source design framework connecting Claude Code, Cursor, Gemini CLI and other coding agents, with 19 composable skills and 71 Design.md systems.
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Deep Dives·4 min
Confusion Matrix Explained: Precision, Recall, and F1 Score Formulas with Practical Applications
Learn confusion matrix TP, TN, FP, FN concepts, Accuracy, Precision, Recall, and F1 Score formulas. Practical guide for choosing the right classification metric across spam detection, fraud prevention, and cancer screening scenarios.
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Tech Frontiers·3 min
GPT Image 2 Generates APP Interfaces from Scratch — A Paradigm Revolution in AI Front-End Development
GPT Image 2 generates flawless text and photorealistic APP interfaces from scratch. Combined with Codex, AI front-end development enters a paradigm revolution. Coverage includes Amap's ABOT, LLM interpretability breakthroughs, and Huang's TPU rebuttal.
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