#Token optimization
1788 related articles
Product Reviews·4 min
Claude Sonnet 4.5 Document Generation in Practice: One Prompt to Create Excel, Word, and PPT
Hands-on test of Claude Sonnet 4.5's code execution and file creation features, showing how one prompt generates Excel, Word, and PPT documents with four optimization strategies and three complete examples.
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Tutorials·4 min
Vibe Coding Practical Guide: SDD (Specification-Driven Development) Reshaping Full-Stack Programming Workflows
In-depth analysis of SDD (Specification-Driven Development), the core methodology of Vibe Coding in 2025, covering the full workflow from requirements to deployment with tools like Claude Code.
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Product Reviews·4 min
Kimi K2 Thinking Hands-On Review: Can It Replace Sonnet 4.5 in Claude Code?
Hands-on testing Kimi K2 Thinking in Claude Code across text creation, programming, agent building, and full-stack apps. Comparing it to Claude Sonnet 4.5 and DeepSeek as a cost-effective AI coding alternative.
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Product Reviews·3 min
Claude Code 2.0 Review: Rewind Rollback, Usage Monitoring, and Other Practical New Features
In-depth review of Claude Code 2.0's three core features: Usage monitoring, Rewind code rollback, and Ctrl+R prompt search, plus Sonnet 4.5 model and VS Code extension insights.
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Product Reviews·3 min
Claude 4.5 Haiku Real-World Testing Disaster: Coding Capabilities Collapse Across the Board, Crushed by Competitors on Value
Independent testing reveals Claude 4.5 Haiku fails dramatically in SVG generation, 3D rendering, and agentic coding. Compared to GPT-5 Mini and GLM 4.6, its value proposition collapses completely.
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Product Reviews·3 min
Haiku 4.5 vs GPT-5 Mini vs GLM-4.6: Real-World Benchmark of Budget Coding Models
In-depth comparison of Claude Haiku 4.5, GPT-5 Mini, and GLM-4.6 across speed, cost, code quality, concurrency safety, and tool calling to help developers choose the right budget AI coding model.
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Product Reviews·3 min
Claude Haiku 4.5 Review: Sonnet 4-Level Coding at 1% of the Cost
In-depth review of Claude Haiku 4.5: 73.3% on SWE-bench rivaling Sonnet 4, input at just $1/million tokens. Covers code generation, agentic coding, SVG tests, and Sonnet+Haiku collaboration strategies.
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Product Reviews·2 min
Claude Haiku 4.5 In-Depth Review: One-Third the Cost, Coding Performance Rivaling Sonnet 4
Anthropic releases Claude Haiku 4.5: coding rivaling Sonnet 4 at 1/3 the cost and 2x speed. A dev built browser-based macOS for just 28 cents, redefining small AI model capabilities.
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Tutorials·4 min
Claude Code Hands-On Tutorial: Installation, DeepSeek Integration & Programming Tips - Complete Guide
Complete guide to Claude Code installation, DeepSeek V4 Pro integration, IDE setup, with a real full-stack project demo, Skill system, MCP configuration, and 10 AI programming tips.
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Tutorials·3 min
Complete Guide to Claude Code: Installation, Configuration, and Practical Comparison with Cursor/TRAE
Deep dive into Claude Code's core advantages, installation setup, and fundamental differences from Cursor and TRAE. Covers model configuration for Chinese users, system requirements, and usage tips.
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Tutorials·3 min
51.8K Stars! Claude Code Best Practices: A Complete Guide from Getting Started to Agent Engineering
Deep dive into the 51.8K Star Claude Code best practices project on GitHub, covering Prompt Engineering, efficient Web Coding, multi-Agent collaboration, and more.
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Deep Dives·3 min
D2C Design-to-Code Full Pipeline Explained: The New Design-Development Paradigm That Top Tech Companies Ask About in Interviews
A deep dive into D2C (Design to Code) technology, comparing it with traditional development and Vibe Coding, covering Figma AI implementation, three-level interview questions, and enterprise architecture design.
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Deep Dives·4 min
The Five-Dimensional Agent Evaluation Framework: A Complete Guide to the Must-Ask AI Product Manager Interview Question
A complete guide to the five-dimensional AI Agent evaluation framework covering task set design, process and result evaluation, and controlled experiments for AI product managers.
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Tutorials·4 min
Replit Agent Tutorial: Build and Launch an AI Website in 30 Minutes with Zero Code
Step-by-step tutorial on building an AI photography website with Replit Agent—no coding needed. Covers requirements, API setup, iteration, and one-click deployment for rapid MVP validation.
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Tutorials·4 min
DevBox in Practice: Building an MCP Server & Client from Scratch with One-Click Deployment
Step-by-step tutorial: Build an MCP Server and Gradio Client from scratch using DevBox cloud platform, covering tool definition, LLM function calling, SSE connections, and one-click deployment.
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Tutorials·4 min
Claude Code Installation Guide: From Zero Setup to Multi-Agent Collaboration in Practice
Complete Claude Code installation guide covering environment setup, one-command install, troubleshooting, cost-saving alternatives, and multi-Agent collaboration tips for beginners.
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Tutorials·4 min
Complete Guide to Agent Observability: Tracing, Evaluation, and Red Teaming in Practice
Deep dive into Microsoft Foundry's Agent observability solution covering multi-Agent tracing, AI quality evaluation, Red Teaming security testing, and automated prompt optimization to bridge the gap between expected and actual Agent behavior.
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Tutorials·4 min
Browser Use Tutorial: AI Browser Automation Agent Installation, Configuration & Practical Guide
Complete guide to Browser Use, the open-source AI browser automation agent: installation, Web UI usage, code integration, architecture, and token optimization tips for automating web tasks with natural language.
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Product Reviews·3 min
Step Audio 2.5 In-Depth Review: How Does China's Voice AI Compare to GPT Realtime 2?
Hands-on comparison of StepFun's Step Audio 2.5 vs OpenAI GPT Realtime 2 across reasoning, role-playing, Chinese understanding, and API pricing for developers.
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Product Reviews·3 min
GPT-5.5 Hands-On Review: Image Generation at Just 3 Cents Per Image, Plus a Full Breakdown of Coding Capabilities and API Costs
Hands-on review of GPT-5.5 image generation and coding abilities. API image generation costs as low as 3 cents per image. Full breakdown of quality, capabilities, and cost comparisons.
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