#API aggregation service
399 related articles
·3 min
Gemini 5.2 in Claude Code: Real-World Testing — Does It Crush Opus on Cost-Effectiveness?
Real-world testing of Gemini 5.2 in Claude Code vs Opus across web design, coding, creative tasks, and Storm research — analyzing the open-source model's cost advantage and ideal use cases.
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·3 min
AI Engineering in Practice: The Progression Path from Vibe Coding to Enterprise-Level Development
Deep dive into AI engineering methodology, comparing Vibe Coding vs enterprise development, covering Claude Code, Codex tool selection, SuperPower plugin practices, and the path from prototype to production.
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·3 min
Codex vs Claude Code in Practice: A Complete Guide to AI-Engineered Programming for Enterprise Projects
In-depth comparison of Codex and Claude Code for enterprise AI development, covering Vibe Coding limitations, multi-Agent workflows, OpenRouter platform architecture, and programmer learning paths.
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·3 min
AI API Relay Startup's First Month: Open Books Reveal Just ¥16K Profit on ¥290K Revenue
A 3-person team shares their AI API relay startup's first month: ¥290K revenue, 95% spent on API costs, only ¥16.7K book profit. A deep dive into adjusted margins, cost structure, and competition.
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·3 min
OpenAI Codex CLI Practical Guide: From Installation and Configuration to Enterprise-Level Development
A deep dive into OpenAI Codex CLI's core capabilities and practical usage, covering setup, agents.md configuration, slash commands, MCP protocol, multi-agent collaboration, and RAG system development.
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·3 min
Codex + Claude Code in Practice: From Vibe Coding to Enterprise-Grade AI Engineering
A deep dive into Codex and Claude Code for real-world AI programming—from Vibe Coding prototypes to Plan mode and SuperPAL engineering, with LLM selection strategies and enterprise workflows.
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·4 min
Claude Code in Practice: Complex Payment Feature Built in 4 Hours for $60
A detailed walkthrough of Claude Code + Opus 4.7 in action: from CCSwitch setup to model configuration, completing a complex payment feature in 4 hours for $60 with zero hand-written code.
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·3 min
Claude Code Identity Verification Policy Explained: Impact on Chinese Users and Alternative Solutions
Anthropic enforces identity verification for Claude personal accounts from July 8. Chinese users face barriers as third-party KYC platforms don't support mainland IDs. Here are three compliant alternatives.
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·3 min
Five Bombshell AI Stories in a Single Day: GLM-5.2 Goes Open Source, DeepSeek V4 Gray Release, Cursor Acquired
Five major AI events on June 17, 2025: Zhipu GLM-5.2 goes open source, DeepSeek gray-tests V4 with $7B+ funding, OpenAI loses $38.5B, SpaceX acquires Cursor for $60B, and Anthropic's Claude 5 saga.
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·3 min
Deep Module Architecture in Practice: Fixing a Codebase Wrecked by AI
Is AI-assisted coding making your codebase messier? Learn deep modules, seams, and adapters from A Philosophy of Software Design to systematically fix your architecture.
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·3 min
Claude Code Dynamic Workflows: Orchestrating Hundreds of Sub-Agents Working in Parallel
Deep dive into Claude Code Dynamic Workflows: enable parallel sub-agent orchestration via three methods for multi-agent collaboration and automated pipelines.
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·2 min
APImart Review: One-Stop Low-Cost Access to GPT, Claude, and Other Leading AI Models
Hands-on review of APImart, an API aggregation platform supporting GPT-4o, Claude, Veo and more. GPT image generation from $0.006/image. Full walkthrough, results, pricing, and risk analysis.
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·4 min
Claude Code Practical Guide: From Installation & Configuration to Production-Ready Business Projects
Complete guide to Claude Code + Opus setup via CCSwitch for unified model management. Real-world case: payment system built in 4 hours with zero hand-written code, covering installation, Prompt engineering, and model selection.
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·3 min
AITS Hands-On Review: API + Web + App Automated Testing All in One Platform
In-depth review of AITS: an AI testing platform covering API automation, Web automation, App real-device cloud testing, and performance testing end-to-end.
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·3 min
The Ultimate Guide to Squeezing Every Drop from Mythos/Fable: Burning Through $8,000 in Inference Credits in 10 Days
Deep dive into maximizing Anthropic's Fable/Mythos model: 5-hour limit workarounds, dual account rotation, multi-Agent orchestration, and Mac Mini remote deployment to get $8,000 of inference from a $200 subscription.
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·4 min
Complete Guide to Commercial AI Agent Development: From Requirements Analysis to Production Deployment
Complete guide to commercial AI agent development from scratch, covering requirements analysis, architecture design (ReAct framework, deep search, intent recognition), hands-on Coze platform implementation, workflow creation, and production deployment.
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·3 min
X API Sudden 403 Errors: A Troubleshooting Guide for Vanishing Free Credits and Subscriptions
X API suddenly returns 403 Forbidden errors as developer free credits and subscriptions vanish. A deep dive into causes, troubleshooting steps, and long-term risk management strategies.
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·2 min
ZCodeAI Free AI Agent Tool Review: Multi-Model Aggregation at Zero Cost
Detailed review of ZCodeAI, a desktop AI Agent tool by ZhiPu featuring free built-in models like DeepSeek V4 Flash and Xiaomi MiMo, with multi-model aggregation and no API Key required.
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·3 min
Freely Switch Between Claude/DeepSeek and Other AI Models in Codex: CPA Deployment Guide
Learn how to use CLI Proxy API (CPA) to aggregate Claude, DeepSeek, Grok, and Gemini models into OpenAI Codex via VPS deployment, Docker setup, and Codex++ integration.
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·3 min
AI Agent Development Learning Roadmap: A Four-Stage Guide from Zero to Production
A systematic AI Agent development roadmap covering core concepts, ReAct paradigm principles, multi-agent collaboration, and hands-on projects across four stages to master agent development in 2-3 months.
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