#Token pricing model
1231 related articles
Tech Frontiers·2 min
Claude Code Web Launch: Parallel Programming and Haiku 4.5 Multi-Model Collaboration in Practice
Anthropic launches Claude Code Web with browser and mobile coding, plus Haiku 4.5 at 1/3 the cost of flagship models. Parallel tasks, multi-model collaboration, and seamless cloud-to-local workflows.
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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·3 min
Claude Haiku 4.5 In-Depth Review: Twice the Speed, But Can It Replace Sonnet?
Independent developer benchmarks Claude Haiku 4.5 vs Sonnet in agentic coding using a multi-agent monitoring system, revealing speed gains, precision gaps, and the optimal model hierarchy strategy.
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Product Reviews·2 min
Claude Haiku 4.5 Frontend Benchmark: One-Third the Price, Better Than GPT-5?
Benchmark comparing Claude Haiku 4.5, Sonnet 4.0, Gemini 2.5 Pro, and GPT-5 across three frontend scenarios. Haiku 4.5 at one-third the price matches or beats flagship models.
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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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Tech Frontiers·2 min
Claude Haiku 4.5 Deep Dive: The Cost-Performance Champion with 2x Speed and 66% Lower Cost
Deep dive into Anthropic's Claude Haiku 4.5: a lightweight AI model with nearly 2x speed, 66% lower cost, and multi-agent support—ideal for developers seeking performance at scale.
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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
Building an AI Workstation: A Layered Tool Strategy and Physical Isolation Guide
A practical guide to building an AI workstation: physical isolation with vertical screens, pyramid tool layering (Doubao/Trae/Claude/GPT-4), and real Token cost breakdowns to maximize AI workflow efficiency on a budget.
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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·3 min
Claude Code Installation Guide: Terminal Setup from Scratch + Budget-Friendly Alternatives in China
Step-by-step guide to install Claude Code from scratch, covering Node.js setup, npm installation, API Key configuration, plus budget-friendly alternatives like DeepSeek for affordable AI coding.
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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
Claude Code Tutorial: Complete Guide to Installation, Configuration & Model Selection for Chinese Users
Complete guide to Claude Code installation, configuration for Chinese users, comparing DeepSeek V4 Pro, Tongyi Qianwen & Sonnet proxy APIs for cost-effective AI coding.
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Deep Dives·3 min
Cursor Unlimited Refill Plugin: How It Works, Risks, and Better Alternatives
Deep dive into how Cursor's unlimited refill plugin works via multi-account rotation, its security and ban risks, plus compliant alternatives like Cursor Pro, API access, and multi-tool strategies.
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Tutorials·4 min
Stagehand Tutorial: An AI Browser Automation Framework That Balances Control and Intelligence
Deep dive into Stagehand's four core capabilities: Act, Extract, Observe, and Agent. Learn to build browser automation that balances AI flexibility with code control using DeepSeek as a low-cost alternative to OpenAI.
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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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Product Reviews·3 min
GPT 5.5 vs DeepSeek V4 Hands-On Comparison: Who Wins at Logic, Frontend Generation, and 3D Scenes?
Hands-on comparison of GPT 5.5 vs DeepSeek V4 across logic reasoning, frontend generation, and 3D scenes. Covers speed, code quality, visuals, and cost-effectiveness to help you choose the best AI coding model.
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Tutorials·3 min
How to Subscribe to ChatGPT Plus? Three Methods Compared with Security Risk Analysis
Compare three ChatGPT Plus subscription methods: third-party proxy, international credit card, and app store. Full breakdown of costs, processes, and security risks.
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