#Context Window
684 related articles
·2 min
Andrew Ng on AI Agent Development: Evaluation and Error Analysis Are the Core Competitive Advantage
Andrew Ng argues that the core gap in AI Agent development isn't model selection — it's systematic evals and error analysis. A breakdown of his methodology.
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·3 min
Career Transition Guide for AI Product Managers: Pick the Right Track Across Three Industry Layers
A deep dive into the AI product manager industry's three-layer pyramid — from infrastructure to models to applications — helping traditional PMs find the best career transition track.
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·3 min
Getting Started with AI Agents: A Complete Learning Path from Zero to Production
A comprehensive guide to AI Agent architecture covering ReAct paradigm, multi-agent collaboration, RAG integration, and the planning-memory-tools framework, with a complete learning path from concepts to production deployment.
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·3 min
Agent Skills Architecture Explained: Modular AI Agent Development and How It Differs from MCP
Deep dive into Anthropic's Agent Skills architecture: modular skill loading, core concepts, enterprise value, and how it fundamentally differs from MCP.
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·3 min
CC Switch Tutorial: Connect Claude Code to Domestic Chinese LLMs Without a VPN
Step-by-step tutorial on using CC Switch to connect Claude Code to DeepSeek, Kimi, and other Chinese LLMs without a VPN or Claude account for low-cost AI coding.
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·3 min
What Is an Agent Skill? Core Structure and Hands-On Beginner's Guide
A detailed guide to AI Agent Skills: core concepts, four key components (skill.md, references, scripts, assets), Skill vs. prompt comparison, and a practical path to building Agent capability packages from scratch.
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·3 min
AI-Assisted Full-Scale Refactoring in Practice: A Methodology for Clearing All Technical Debt in 1 Day
A complete case study of AI-assisted full-scale project refactoring: from technical debt analysis and AI collaboration strategies to parallel building and final results — how to rebuild a project from scratch in just 1 day.
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·4 min
Claude Fable 5 Hands-On Review: Crushes GPT 5.5, But the Cost Is Brutal
In-depth hands-on review of Claude Fable 5's coding capabilities through full-stack and long-form complex tasks, comparing performance, costs, and use cases vs GPT 5.5 and Opus 4.8.
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·4 min
Nex-N2 Pro In-Depth Review: Impressive Code Generation, But How Inflated Are the Benchmarks?
In-depth review of open-source agent model Nex-N2 Pro: testing code generation, SVG output, and game dev capabilities while analyzing benchmark inflation, GPT distillation traces, and speed issues.
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·3 min
The Complete Guide to DeepSeek TUI: Installation, Configuration, and Hands-On Use of a Terminal AI Coding Agent
A deep dive into DeepSeek TUI: the terminal AI coding agent with chain-of-thought visualization, million-token context, and multi-task parallelism. Covers installation, configuration, and real-world use cases.
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·3 min
Andrew Ng's New Course: A Complete Guide to Enhancing RAG with Knowledge Graphs
Deep dive into Andrew Ng's Knowledge Graphs for RAG course with Neo4j. Learn how knowledge graphs overcome traditional RAG limitations to enable cross-document relationship reasoning.
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·3 min
Codex vs Claude Code: The Truth Behind the 10x Bill Difference & a Practical Selection Guide
Same coding task: Codex costs $15, Claude Code costs $155. The 10x gap isn't in unit price — it's in token usage. A practical guide to choosing the right AI coding tool by scenario.
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·3 min
Minimax M3 vs DeepSeek V4 Hands-On Test: Who Builds a Better Dino Run Game?
Hands-on comparison of Minimax M3 and DeepSeek V4 Pro building a Dino Run game from the same prompt, revealing how native multimodal AI changes game dev.
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·3 min
Xiaomi Open-Sources MiMo Code: Can an Infinite Memory Mechanism Solve AI Coding's Biggest Pain Point?
Xiaomi open-sources MiMo Code, an AI coding tool with infinite memory, multi-Agent collaboration, and Claude Code compatibility — solving context forgetting in large projects.
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·3 min
Open-Source Models Keep Throwing Errors in Your Code? The Problem Might Be the Framework
DeepSeek and Kimi keep failing at coding? The problem may not be the model but the framework. Learn how Commander Code fixes this with cache routing, tool call repair, and continuous learning.
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·2 min
Building a CLI Coding Tool for DeepSeek with Claude Fable
A developer used Claude Fable to build a CLI coding tool powered by DeepSeek API — no VPN or subscription needed, just a DeepSeek API Key for command-line AI coding.
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·4 min
The Complete Guide to Claude Desktop: 15 Core Features & 9 Money-Saving Tips
Deep dive into Claude Desktop's Chat, Cowork & Code modes, Skill system setup, 8 automation workflow examples, and 9 practical tips to dramatically save Tokens.
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·3 min
Five Key Differences Between Claude Code and Regular AI Chatbots
An in-depth comparison of five core differences between Claude Code and regular AI chatbots like ChatGPT, covering interaction, context, execution, memory, and tool integration for developers.
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·3 min
AI Agent Learning Roadmap: A Four-Stage Plan from Zero to Hands-On
A systematic four-stage AI Agent learning roadmap covering LLM API calls, ReAct paradigm, memory mechanisms, and multi-agent collaboration for beginners.
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·3 min
Getting Started with ChatGPT Codex and Claude Code: A Hands-On AI Programming Tutorial for Beginners
A detailed guide comparing ChatGPT Codex and Claude Code — covering core differences, selection criteria, and setup for beginners to start AI agent programming and boost dev efficiency 2-5x.
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