#token-based pricing
70 related articles
·2 min
AI Coding Tools Say Goodbye to Monthly Subscriptions: The Era of Usage-Based Billing Has Arrived
GitHub Copilot switches to usage-based billing. AI coding tools move from subscriptions to compute consumption. Learn the industry logic and how AI Cost Engineering helps developers control spending.
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·2 min
Deep Dive into the AI Bubble: The Death Spiral of Losing $1.22 for Every $1 Earned
Deep analysis of the AI industry bubble: OpenAI's -122% profit margin, enterprise token budgets burned in months, NVIDIA's shell game, and collapsing software quality.
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·3 min
Reasonix: A Coding Agent Optimized for DeepSeek with 99% Cache Hit Rate
Deep dive into Reasonix coding agent: how it achieves 99% DeepSeek cache hit rate, cutting API costs to 1%. Covers setup, four conversation modes, MCP support, and more.
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·3 min
Connecting Claude Code to Chinese LLMs: A Practical Guide to CC Switch Configuration and Model Switching
Learn how to use CC Switch to connect Claude Code with Chinese LLMs like DeepSeek, Xiaomi Mimo, and MiniMax. Covers API Key setup, Base URL config, model mapping, and error troubleshooting.
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·2 min
Codex++ Hands-On: Complete Guide to Connecting Chinese LLMs Without a ChatGPT Account
Step-by-step tutorial on using Codex++ to connect Chinese LLMs like DeepSeek and Tongyi Qianwen without a ChatGPT account, with full Computer Use and plugin support.
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Tech Frontiers·3 min
Claude Powers NASA Mars Rover Route Planning, Windsurf Launches IDE Model Arena
Claude plans routes for NASA's Perseverance rover, Windsurf launches Arena Mode for in-IDE model comparison, SenseTime open-sources multimodal reasoning models, and Anthropic research reveals pros and cons of AI-assisted learning.
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Tech Frontiers·3 min
Claude Powers NASA Mars Rover Route Planning, Windsurf Launches IDE Model Arena
Claude plans routes for NASA's Perseverance rover, Windsurf launches Arena Mode for in-IDE model comparison, SenseTime open-sources multimodal reasoning models, and Anthropic research reveals pros and cons of AI-assisted learning.
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Tutorials·2 min
Ollama Getting Started Guide: The Best Tool for Locally Deploying Open-Source LLMs
A detailed guide to Ollama's core features: free open-source local LLM management with cross-platform support, intelligent GPU/CPU scheduling, and API integration for running DeepSeek and other open-source models locally at zero cost.
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Tutorials·3 min
From Claude Code to Codex: A Practical Guide to Diversifying Your AI Coding Tools
Learn how to integrate OpenAI Codex into your dev workflow alongside Claude Code. Covers pricing comparison, desktop setup, one-click migration, context management differences, and unique visualization features.
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Tutorials·3 min
Building a House Rental WeChat Mini Program: A Full-Stack Guide with UniApp + SpringBoot
A detailed guide to building a house rental WeChat Mini Program with UniApp and SpringBoot, covering three user roles, viewing appointment workflows, and full-stack architecture best practices.
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Product Reviews·3 min
In-Depth Comparison of 8 AI Coding Tools: How to Choose Between Cursor, Claude Code, and Augment Code
In-depth comparison of 8 AI coding tools including Cursor, Claude Code, Augment Code, Trae, and Windsurf across model support, pricing, code quality, and context understanding to help developers choose the right tool.
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Industry Insights·2 min
Microsoft Bans Claude Code: The Triple Crisis of Cost Black Holes, Product Inferiority, and Ecosystem Loss
Microsoft bans Claude Code internally, forcing engineers to GitHub Copilot CLI. Analysis of the cost crisis, product gap, and AI ecosystem control battle reshaping the industry.
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Industry Insights·3 min
How Anthropic and OpenAI Found Product-Market Fit Through Coding Agents
Anthropic nears its first profitable quarter as OpenAI enterprise revenue surges. Coding agents drive PMF, enterprises shift to API billing, and AI transitions from burning cash to product-driven profitability.
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Tutorials·2 min
Claude Code Installation & Usage Guide: Quick Start with Terminal, Web & IDE Modes
A detailed guide to installing and using Claude Code in three modes — Terminal, Web, and IDE — with cost-saving tips and common pitfall solutions for beginners.
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Product Reviews·6 min
One API: An Open-Source API Gateway Managing 30+ LLMs Through a Single Interface
One API is an open-source LLM API gateway that unifies 30+ LLM providers including OpenAI, Claude, Gemini, and DeepSeek through an OpenAI-compatible interface. Features Key management, quota control, load balancing, and one-command Docker deployment. 32k+ GitHub Stars.
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Product Reviews·2 min
GPT_API_free: Complete Guide to Free ChatGPT/DeepSeek and Other LLM API Access
GPT_API_free is a GitHub project with 37,700+ Stars offering free API Keys to access ChatGPT, DeepSeek, Claude, Gemini, and Grok LLMs through a unified interface.
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Deep Dives·2 min
GPT_API_free In-Depth Review: Are Free ChatGPT and DeepSeek API Keys Worth It?
In-depth review of GPT_API_free (37,000+ GitHub stars): analyzing the real usability, data security risks, and sustainability of free ChatGPT and DeepSeek API Keys.
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Product Reviews·3 min
AI API Proxy Platforms: One Key to Access All Major LLMs
AI API proxy platforms let you call GPT, Claude, and other major LLMs with one key at 20% off official pricing. Covers setup, Cursor integration, cost tracking, and security.
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Product Reviews·2 min
DevPass Review: One API Key for 200+ Coding Models, Save 66% on Costs
DevPass by LLM Gateway offers one API key for 200+ coding models, compatible with Claude Code, OpenCode, and more. Get $3 of usage for every $1 spent.
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Tutorials·2 min
Claude Desktop China Guide: Use DeepSeek and Other Domestic LLMs Without Login
Complete guide to using Claude Desktop in China without login by connecting to DeepSeek and other domestic LLMs via a third-party API gateway tool.
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