#API pay-as-you-go
134 related articles
Industry Insights·2 min
AI Practical Guide for SMBs: 5 Types of Technical Applications Small Businesses Are Building
In-depth analysis of SMB AI adoption: automated workflows, vertical AI apps, internal tools, with practical tips and open-source recommendations for low-cost digital transformation.
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Tutorials·4 min
Gemini CLI API Key Configuration Tutorial: Use Gemini 3 Model for Free
Step-by-step guide to creating an API key in Google AI Studio and configuring it in Gemini CLI to use Gemini 3 for free, including project setup, $300 free credits, and preview feature activation.
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Product Reviews·4 min
SparkWinShape Review: Is Windsurf Auto Account-Switching for Unlimited Claude Opus Actually Reliable?
Real-world test of SparkWinShape plugin for Windsurf auto account-switching to use Claude Opus unlimited. Covers workflow, core features, risk analysis, and compliant alternatives.
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Product Reviews·3 min
Pixal3D Hands-On Comparison with Tripl3/Trellis/Hunyuan: Full Analysis of Pixel-Perfect Alignment Pros and Cons
In-depth hands-on test of Tencent's open-source Pixal3D 3D generation model, analyzing pixel-level alignment technology with multi-model comparisons against Trellis 2, Hunyuan, and Tripl3.
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Tutorials·1 min
Guide to Token Freedom: 5 Money-Saving Strategies for Using Codex and GPT at Low Cost
A detailed guide to achieving Token freedom with 5 strategies: model selection, relay APIs, Prompt optimization, free tier usage, and more to slash GPT and Codex API costs.
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Product Reviews·3 min
MiniMax M2.7 Hands-On Review: Coding Ability Rivals Claude Opus at 50x Lower Cost
In-depth hands-on review of MiniMax M2.7 agentic model: coding ability rivals Claude Opus 4.6 at 50x lower input cost. Real-world tests include MacOS system generation, game dev, and dynamic landing pages.
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Tutorials·3 min
Codex Installation & Setup Guide: From Subscription to Installation to Real-World Use
Step-by-step guide to installing and configuring OpenAI Codex CLI, covering ChatGPT Plus subscription options, macOS installation, credit management, and real-world project testing.
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Tutorials·3 min
LangChain 1.3 Event Stream in Practice: Real-Time Agent Monitoring from 4 Perspectives
Master LangChain 1.3 Event Stream V3 with 4 monitoring perspectives: run.messages, tool_cause, and more for real-time Agent debugging, streaming output, tool tracking, and token cost control.
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Tutorials·3 min
GPT-OSS Open-Source Model Local Deployment Tutorial: Real-World Performance and VRAM Usage Analysis
Complete guide to deploying OpenAI's open-source GPT-OSS model locally with Ollama. Real-world testing of the 20B version on RTX 4090 covering Chinese comprehension, logical reasoning, and VRAM usage analysis under MoE architecture.
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Product Reviews·3 min
How to Use Gemini 3.1 Pro in China? 5 Solutions Tested and Compared
A detailed comparison of 5 ways to use Gemini 3.1 Pro from China: Google AI Studio, Gemini official site, 2233.ai relay, API relay, and POE — analyzed by network requirements, cost, and features.
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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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Tech Frontiers·2 min
Stability AI Composer 2 SDK at Half Price for Limited Time: How Developers Can Seize This Deal
Stability AI announces a limited-time 50% discount on Composer 2 SDK. This article breaks down the deal, Composer 2's core capabilities, and AI market pricing trends to help developers decide.
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Product Reviews·3 min
Datus-agent: An AI-Native CLI Tool Reshaping Data Engineering with Context Engineering
Deep dive into Datus-agent, an open-source AI-native CLI SQL client that brings Context Engineering to data engineering with natural language queries and modern data stack support.
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Product Reviews·5 min
Chatbox Open-Source AI Client: Core Feature Breakdown & Competitor Comparison Guide
A detailed breakdown of Chatbox open-source AI desktop client's core features including multi-model switching, local data storage, and cross-platform support. Includes competitor comparison and use cases.
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