#Copilot token optimization
451 related articles
Tutorials·1 min
Claude Code + DeepSeek in Practice: A Vibe Coding Tutorial for Building a Desktop Pet
Use Claude Code with DeepSeek to build a desktop pet from scratch via Vibe Coding. Learn the combo's advantages, key technical points, and AI-driven iterative development workflow.
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Product Reviews·1 min
GPT-5.5 Deep Dive: Coding, Automation & Agent Capabilities Tested
Deep dive into GPT-5.5: from chat assistant to autonomous agent. 20-minute coding tasks, end-to-end workflow automation, benchmarks, pricing & safety.
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Tutorials·4 min
Save Windsurf Credits: MCP Plugin Extends Each Conversation by 5–6 Extra Interactions
How to save Windsurf credits using an MCP plugin that extends each conversation by 5–6 interactions. Covers setup, core principles, ban risks, and security tips.
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Product Reviews·3 min
Trae + Gemini for HarmonyOS Incoming Call Simulator: 70% AI-Generated Code, Completed in 5 Days
Developer uses Trae + Gemini 3 Pro to build a HarmonyOS incoming call simulator with 70% AI-generated code, compressing 10 days of work to 5. Covers four core modules, AI limitations, and practical tips.
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Tutorials·4 min
Windsurf Credit Refill Plugin Hands-On: Auto Credit Refresh + Multi-Window Concurrency Tutorial
Hands-on review of Windsurf refill plugin: auto credit refresh, seamless account switching, and persistent conversations. Compares script injection vs MCP approaches with multi-window concurrency tips and risk warnings.
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Expert Opinions·3 min
Claude Code Creator Shares 3 Battle-Tested Tips: Treat AI Like a Team
Claude Code creator Boris Cherny shares 3 power tips: parallel multitasking, Loop execution, and self-verification feedback loops. Transform your AI from a passive tool into a 24/7 automated dev team.
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Deep Dives·3 min
Should AI Output Markdown or HTML? Two Dimensions to Help You Choose Quickly
Should AI output Markdown or HTML? This article provides a clear format selection framework using two dimensions—content maintenance lifecycle and reading comprehension efficiency—with practical scenarios and a comparison table.
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Product Reviews·3 min
OpenAI Codex Free Tier Real-World Test: Only 20 Uses Per Week, Bug Fix Battle Comparison
Real-world testing shows OpenAI Codex free accounts get only ~20 calls per week. A text-to-video black screen bug fix case reveals Codex's superior capability vs other AI coding tools.
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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·4 min
Claude Opus 4.5 Tutorial: Real-World Coding Tests + How to Access from China Without a VPN
Hands-on review of Claude Opus 4.5's coding, writing, and data visualization capabilities. Includes two methods for accessing it from China without a VPN, plus real demos of bug fixing and dashboard development.
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Deep Dives·3 min
The Truth About AI Writing Code: Can It Actually Program? A Complete Breakdown
Can AI really program? This article explains how LLMs generate code through massive training and pattern matching, and analyzes the true capabilities and limitations of AI coding tools.
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Product Reviews·3 min
8K Stars on GitHub: Deep Dive into the Most Comprehensive LLM Resource Repository
Deep analysis of the awesome-LLM-resources project (8200+ GitHub Stars), covering multimodal AI, Agents, MCP protocol, model training, o1 reasoning, SLMs, and more for LLM practitioners.
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Research·4 min
Skills-Oriented Programming: Domain Knowledge Engineering for Efficient Code Generation by Code Agents
Alibaba Mama's Skills-Oriented Programming methodology uses three-layer Skill structures, progressive disclosure, and four-layer anti-corruption systems to achieve 90%+ code generation accuracy for Code Agents in complex enterprise codebases.
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Product Reviews·4 min
Claude Code vs Cursor vs Windsurf: In-Depth 2025 AI Coding Tool Comparison & Selection Guide
In-depth comparison of Claude Code, Cursor, and Windsurf's core differences and use cases. Covers Codex, Devin, CodeRabbit, practical workflows, and the best AI coding tool combination for 2025.
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Product Reviews·4 min
Get Shit Done: Full Breakdown of the 60K-Star Claude Code Meta-Prompting & Spec-Driven Development System
Deep dive into Get Shit Done (GSD), a 62K-star GitHub project built for Claude Code. Covers meta-prompting, context engineering & spec-driven development.
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Product Reviews·4 min
Caveman: The Open-Source Tool That Makes Claude Talk Like a Caveman and Saves 65% on Tokens
Caveman is a 60K-Star Claude Code skill plugin that uses prompt engineering to make AI respond in minimalist style, achieving 65% token savings for developers.
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Tutorials·4 min
Zhipu GLM-4.5 Free Usage Tutorial: Full-Stack Development + PPT Generation + Claude Code in Practice
Complete guide to using Zhipu GLM-4.5 for free: web-based full-stack development, one-sentence PPT generation, and API integration with Claude Code for cost-effective programming workflows.
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Tech Frontiers·4 min
Claude's Quota Slashed by 20x — Can GLM 4.6 Be the Best Alternative?
Anthropic slashes Claude Max Opus quotas by 20x, driving developer exodus. GLM 4.6 enters with 1/10th API pricing, 200K context window & open weights. Full comparison inside.
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Tutorials·3 min
Gemini 3.1 Pro + Claude Opus 4.6: The Ultimate AI Coding Combo — A Practical Guide
How to combine Gemini 3.1 Pro and Claude Opus 4.6 for AI programming: Opus handles architecture planning, Gemini executes code generation, building a Minecraft clone for free in Anti-Gravity IDE.
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Product Reviews·4 min
ZCF Zero-Config Code Flow Tool: Essential for Claude Code and Codex Developers
ZCF (Zero-Config Code Flow) is an open-source zero-config workflow tool for Claude Code and Codex with ~6000 GitHub Stars. Learn its architecture, features, and how it solves AI coding integration challenges.
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