#NPU
1005 related articles
·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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·4 min
The Complete AI Agent Engineering Tech Stack: A Practical Guide to 100x Development Efficiency
Deep dive into the AI agent engineering stack: from Cursor framework, model selection to context engineering and automated review loops — a complete workflow guide to achieving 100x development efficiency.
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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
Cursor Composer 2.5 In-Depth Review: One-Tenth the Cost of Opus — Is It Worth Using?
In-depth review of Cursor Composer 2.5 coding model through real-world tests including macOS cloning, landing pages, and 3D scenes. At just 7 cents per task, it offers stunning value vs Opus.
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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
Frontier Code Deep Dive: Code That Runs ≠ Code That Merges — A Quality Revolution in Programming Benchmarks
Deep dive into Cognition's Frontier Code benchmark: why passing tests isn't enough, how six quality dimensions evaluate code, and why code quality is AI coding's next bottleneck.
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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
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
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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·2 min
DeepSeek API Setup Tutorial: Key Configuration & Cost Analysis Practical Guide
Step-by-step guide to applying for a DeepSeek API key, configuring it, and analyzing real costs. 38M tokens for just ¥1.9 with ~98% cache hit rate.
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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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·3 min
Hands-On AI Programming for Beginners: Three Projects to Take You from Zero to Launch
Learn AI programming from scratch with three hands-on projects: a full-stack website, cross-platform desktop app, and AI digital human agent using Cursor and Claude Code.
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·3 min
DeepSeek + Claude Code: A Deep Dive into How AI Automatically Builds Simulink Models
A deep dive into how DeepSeek and Claude Code automatically build Simulink models, explaining the roles of five core tools and their collaboration logic.
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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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·4 min
A Beginner's Guide to Deep Agents: The Complete Evolution from Basic Agents to Deep Agents
A systematic guide covering the evolution from traditional AI agents to Deep Agents, including core architectures, four development stages, technical features, and practical developer guidance.
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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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·4 min
Getting Started with Huawei Ascend C Operator Programming: Kernel Functions and Hands-On Development Guide
A systematic guide to Huawei Ascend C operator programming covering kernel functions, three-stage pipeline paradigm, API categories, and a hands-on AddCustom operator walkthrough.
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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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From Prompt Engineer to Loop Architect…
·2 min
From Prompt Engineer to Loop Architect: The Paradigm Shift in AI Programming
Explore the paradigm shift from prompt engineering to loop architecture in AI programming. Learn about Anthropic's Routines, the six elements of mature coding loops, and token cost strategies.
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