#effort parameter
532 related articles
Tutorials·2 min
How AI Coding Skills Work: From Function Call to Sub-Agent Implementation
Deep dive into how AI coding Skills work: from Function Call to MCP to Skills as sub-agents with on-demand loading, implemented via Spring AI Alibaba.
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Tutorials·3 min
MCP vs CLI: 40x Token Cost Difference — How AI Engineers Should Choose
In-depth comparison of MCP vs CLI architecture, Token costs (CLI ~1400 vs MCP ~54600), security mechanisms, and use cases with practical selection guidance for AI engineers.
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Tutorials·4 min
Claude Code to Codex Migration Guide: Setup, Pricing, and Combined Usage in Practice
A detailed guide for Claude Code users to quickly get started with OpenAI Codex, covering desktop and CLI setup, pricing comparison, seamless project migration, plugin configuration, and context management differences.
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Deep Dives·3 min
How Claude Code Works: Inside the Agentic Programming Tool
Deep dive into Claude Code's core mechanisms including tool calling, agentic search, memory systems, and MCP protocol extensions. Learn how this CLI agent tool autonomously plans and executes complex development tasks.
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Industry Insights·3 min
Behind Apple AI's Repeated Delays: The 14-Year Internal Struggle of Siri Revealed
Why does Apple Intelligence keep getting delayed? From Siri's acquisition to AI team infighting, a deep dive into the organizational failures behind Apple's AI struggles.
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Tutorials·4 min
Four Core Rules Anthropic Engineers Use to Prompt Claude Code
Anthropic engineers share how to properly use Claude Code at AI Code Summit: build composable Skills systems instead of one-off prompts. Master four core rules for skills that get smarter over time.
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Product Reviews·3 min
6 Developer Tools Roundup: AI Coding Cost Tracking, Agent Virtual File Systems, and More
Roundup of 6 developer tools: CodeBurn for AI coding token cost tracking, Mirage virtual file system for Agents, Boring SSH tunnel manager, PeerTrace file tree renderer, DataTab font-based data visualization, and Flu TypeScript Agent framework.
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Tech Frontiers·3 min
AI as Store Manager Running a Physical Shop: An Absurd Experiment That Lost $13,000 in One Month
Anthropic let AI Agent Luna autonomously run a physical store with $100K. It lost $13K in one month after trying to hire from Afghanistan, ordering 1,000 toilet seats, and giving random discounts.
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Product Reviews·2 min
Tabbit Browser Deep Dive: The AI-Native Browser from Meituan's Light Years Beyond Team
Deep analysis of Tabbit, the AI-native browser from Meituan's Light Years Beyond team, covering multi-model support, built-in Agent, smart tab grouping, Chromium-based architecture, and AI browser industry trends.
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Expert Opinions
Is String Theory Dead? A Deep Reflecti…
·4 min
Is String Theory Dead? A Deep Reflection from a Fermilab Physicist
Fermilab physicist Don Lincoln analyzes string theory's current state on the Lex Fridman podcast: the landscape problem, falsifiability crisis, brain drain, and why string theory can neither be confirmed nor killed.
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Tutorials·3 min
Deep Dive into ByteDance's Codex Chinese Manual: A Complete Guide Across Ten Chapters
Deep analysis of ByteDance's Codex Chinese manual covering environment setup, MCP workflows, Skills encapsulation, and multi-Agent collaboration across ten chapters for developers.
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Tutorials·3 min
DeepSeek V4 Pro in Action: AI-Assisted Reverse Engineering of Youdao Translate's Encryption Parameters
Hands-on demo using DeepSeek V4 Pro to reverse-engineer Youdao Translate's sign parameter, from locating MD5 encryption logic to generating complete Python code, compressing hours of work into minutes.
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Tutorials·4 min
AI Agents for Auto-Generating Excel Test Cases: From Setup to Private Deployment — A Complete Guide
Learn how to use AI agents to auto-generate Excel test cases. Covers Coze platform setup, Dify private deployment with DeepSeek + Ollama, workflow design tips, and prompt engineering for testers.
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Tutorials·2 min
Dify 1.8 Deployment Guide: Complete Walkthrough from Docker Installation to AI App Development
Step-by-step Dify 1.8 Docker deployment guide covering environment setup, configuration, service startup, and first-use walkthrough for building low-code AI apps.
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Tutorials·2 min
Dify 1.8 Deployment Guide: Complete Walkthrough from Docker Installation to AI App Development
Step-by-step Dify 1.8 Docker deployment guide covering environment setup, configuration, service startup, and first-use walkthrough for building low-code AI apps.
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Tutorials·4 min
Building a WeChat Mini Program with Cursor: A Practical Guide to AI Programming Pitfalls and Technical Decisions
Real-world experience building a WeChat Mini Program with Cursor, covering product design, technical pitfalls, and creative LLM API usage — a practical guide for AI programming beginners.
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Tutorials·2 min
Claude Code Chinese Tutorial Resources: Breaking Through the English Documentation Barrier
A roundup of Claude Code Chinese learning resources, analyzing barriers from English-only docs and introducing systematic Chinese manuals covering setup, commands, configuration, and real-world cases.
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Industry Insights·3 min
AI API Aggregation Gateways: A Complete Analysis of Pros and Cons for Unified Multi-Model Access
In-depth analysis of API aggregation gateways for multi-model AI access: unified interfaces, intelligent routing, disaster recovery, plus key risks around security, latency, and compliance.
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Industry Insights·3 min
Career Switching to AI with Zero Background: Is a Three-Month Fast Track Really Feasible?
In-depth analysis of switching to AI with zero background: insights from 300+ job descriptions, tailored advice for different backgrounds, and realistic expectations for the three-month timeline.
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Tutorials·2 min
GPT-Image-2 Free Usage Guide: Direct Access in China & Hands-On Review
Complete guide to using GPT-Image-2 for free in China, covering aggregation platform access, core capability testing, prompt tips, and practical advice for content creators.
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