#mathematical reasoning
50 related articles
·3 min
Claude Code Desktop Configuration Guide: Login-Free Setup + Chinese Localization + DeepSeek Integration
Complete guide to configuring Claude Code Desktop: login-free setup via Developer Mode, DeepSeek integration through CC Switch, Chinese localization, and custom Skill loading.
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·2 min
How to Connect Codex to DeepSeek Models: Free Switching via CC Switch
Learn how to connect OpenAI Codex to DeepSeek models via CC Switch, enabling free switching between DeepSeek and GPT with complete setup and routing guide.
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·4 min
Agent Development Learning Roadmap: A Four-Stage Systematic Guide from Beginner to Practitioner
A systematic four-stage learning roadmap for AI Agent development, covering core concepts, classic paradigms like ReAct, multi-agent collaboration frameworks, and hands-on projects to master Agent development skills in 2-3 months.
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·4 min
The 8 Core Modules of Prompt Engineering: A Complete Guide from Fundamentals to Advanced Techniques
A systematic breakdown of the 8 core modules of prompt engineering, covering fundamentals, CoT, Few-shot, prompt security, and real-world AI applications.
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·3 min
OpenAI Codex App In-Depth Review: Streets Parallel Development and Five Core Features Explained
In-depth review of OpenAI Codex App's five core features: Streets parallel development, deep Git integration, Skills system, Automation tasks, and MCP support.
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Save 80% Tokens with Claude Code: Head…
·3 min
Save 80% Tokens with Claude Code: Headroom vs RTK vs LinCTX Deep Comparison
Deep comparison of Headroom, RTK, and LinCTX—three open-source context compression tools. Real tests show 80% token savings in Claude Code sessions.
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Complete Guide to Installing and Confi…
·3 min
Complete Guide to Installing and Configuring Claude Code Desktop: Connecting to DeepSeek Models
Complete guide to Claude Code Desktop setup: installation, account-free usage, Chinese localization, connecting DeepSeek models via CC Switch, and custom Skills for cost-effective AI coding.
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Complete Guide to Claude Code Desktop:…
·3 min
Complete Guide to Claude Code Desktop: Direct Access in China + Chinese Localization + DeepSeek Integration
Step-by-step guide to installing Claude Code Desktop with DeepSeek integration for direct China access, Chinese localization, and custom Skill setup.
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AI Large Language Model Learning Roadm…
·4 min
AI Large Language Model Learning Roadmap: A Complete Guide from Zero to Project Implementation
A systematic AI LLM learning roadmap covering prompt engineering, RAG, AI Agent development, and fine-tuning — with beginner-friendly paths and practical tips.
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AI Agent Development Learning Roadmap:…
·4 min
AI Agent Development Learning Roadmap: A Complete Four-Stage Plan from Zero to Production
A systematic AI Agent development learning roadmap covering LLM API calls, ReAct framework, memory mechanisms, and multi-agent collaboration across four stages with timeline and project suggestions.
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·2 min
The "Magic Fatigue" Effect in AI Products: The Hidden Challenge of User Expectation Management
Exploring the "Magic Fatigue" effect in AI products: why users feel AI is getting dumber, how to distinguish real degradation from rising expectations, and strategies for managing user expectations.
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·2 min
Google Gemini for Science: A Detailed Look at the Experimental AI Toolkit Empowering Scientific Research
Google officially releases Gemini for Science, an experimental AI toolkit for researchers covering hypothesis exploration, large-scale validation, and literature interpretation to accelerate scientific discovery.
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·3 min
Deep Conversation with Gemini's Four Co-Leads: Technical Roadmap, Current State, and Future Direction
Google Gemini's four co-leads — Jeff Dean, Noam Shazeer, and others — discuss Gemini's technical roadmap, multimodal capabilities, Agent direction, and future strategy in a rare joint conversation.
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Tutorials·3 min
ReAct vs. CodeAct: Two Core Approaches to Agent Tool Calling
In-depth comparison of ReAct and CodeAct — two core Agent tool-calling architectures. From paper principles to code implementation, learn the trade-offs between reasoning+action and code execution.
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Product Reviews·2 min
GPT 5.1 vs Claude Sonnet 4.5 Hands-On Comparison: Who Wins at Reasoning, Writing, and Coding
Hands-on comparison of GPT 5.1 Thinking vs Claude Sonnet 4.5 across story writing, math reasoning, emotional support, instruction following, and coding to help you choose the right AI model.
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Tutorials·3 min
Claude Code Model Configuration & Cost Comparison: A Practical Money-Saving Guide
Detailed guide on configuring DeepSeek V4 Pro, Sonnet, and other models in Claude Code with real cost comparisons, environment variable setup, proxy solutions, and money-saving strategies for developers.
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Tutorials·3 min
MCP Protocol Explained: Differences from Function Calling and Agent Tool Development in Practice
Deep dive into MCP (Model Context Protocol): its principles, communication architecture, and practical applications. Compare MCP vs Function Calling, explore client-server communication and security.
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Expert Opinions·3 min
Burning Money on AI with Nothing to Show? Three Hidden Pitfalls a Developer Learned After Spending $140
A developer spent $140 in Tokens probing AI's limits and identified three hidden pitfalls: using cheap models, building spaghetti projects, and creating vanity products without demand validation.
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Product Reviews·2 min
GPT-5.5 vs DeepSeek-V4: Who Wins in a Four-Round Head-to-Head Test?
GPT-5.5 vs DeepSeek-V4 in four comprehensive rounds covering world knowledge, context memory, logical reasoning, and coding — a detailed comparison of real performance differences.
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Tech Frontiers·3 min
OpenAI Leadership Shakeup as Greg Brockman Returns, Cerebras IPO Hits $67B Valuation, Open-Source Agents Dominate GitHub
OpenAI co-founder Greg Brockman takes over product strategy, Cerebras IPO hits $67B market cap, and open-source agents OpenHuman and OpenClack dominate GitHub as AI shifts from capability to deployment.
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