#AI coding relay
155 related articles
·6 min
Hands-On with Panel AI On-Premises Deployment: One-Click Enterprise Adoption and Unified Compute Cluster Scheduling
In-depth review of Panel AI v1.1.1: second-level installation, no-public-IP networking, batch compute cluster management. Learn how enterprise AI on-premises deployment barriers are dramatically lowered.
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·6 min
The Complete Guide to Using Claude in China: In-Depth Comparison of 4 Solutions and How to Choose
How can users in China use Claude? This article deeply compares four solutions: official subscription, proxy subscription (WildCard), relay platforms (2233/0011.ai), and API aggregation (OpenRouter).
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·2 min
Stone+ Beginner's Guide: Set Up Your AI Coding Environment in 1 Minute
A complete Stone+ (StonePlus) setup guide covering environment scan, API config, proxy detection, model validation, and end-to-end verification. Get your AI coding environment running in 1 minute.
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·3 min
OWASP Agentic Security Top 10 Deep Dive: Understanding ASI01–ASI10 Risks and Mitigations
A comprehensive breakdown of the OWASP Agentic Security Top 10 framework, covering ASI01–ASI10 risks including goal hijacking, tool misuse, identity abuse, supply chain vulnerabilities, and cascading failures — with practical mitigations for AI agent systems.
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·7 min
Claude Code Practical Tutorial: A Complete Beginner's Guide to Automating Your Entire Workflow
No coding required! This guide breaks down the complete Claude workflow: custom Projects, batch SEO content, one-sentence tool building with Artifacts, and Claude Code terminal ops—with real traffic-growth cases.
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·3 min
Zero-Code Research: Using AI Agents to Run Complete Machine Learning Experiments
No coding required: use AI agents like Codex and Claude Code to complete full ML experiments via natural language. A real case study with a heart disease dataset.
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·3 min
No-Code Research: Using AI Coding Tools to Complete the Full Machine Learning Pipeline
No coding skills? No problem. Learn how AI tools like Codex and Claude Code let researchers complete ML workflows — data cleaning, model training, visualization — using only natural language.
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·2 min
The Truth Behind Anthropic's Account Bans: Client Detection Logic and a Wave of AI Model Launches
Unpacking the technical truth behind Anthropic's account bans: hidden timezone and proxy detection logic sparks privacy debate. Plus Claude Sonnet 5, Linux support, and new releases from OpenAI, NVIDIA, and Google DeepMind.
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·3 min
Complete Guide to Subscribing to Claude in China Without Getting Banned: Three Approaches Compared
Worried about getting your Claude account banned in China? This guide breaks down Anthropic's ban logic and compares three safe approaches: third-party subscriptions, official API, and relay services.
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·3 min
Codex Configuration Tutorials Examined: A Complete Risk Analysis of Third-Party API Keys
A deep analysis of popular Bilibili Codex "one-click setup" tutorials, covering third-party API key risks, unverified installer dangers, and the cost of "Full Allow" permissions — with safer alternatives.
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·3 min
Codex on Both Fronts: A Complete Setup Guide for the Desktop and CLI AI Coding Clients
A complete guide to installing and configuring OpenAI Codex desktop and CLI clients, covering model settings, API relay integration, prompt caching, and real cost data for GPT-5.6 AI coding.
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·2 min
Getting Started with Codex: A Practical Guide to OpenAI's AI Coding Assistant
A practical guide to OpenAI Codex: core features, Codex vs. Claude Code comparison, and why the Codex+DeepSeek combo doesn't work. Avoid common pitfalls and boost your coding productivity.
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·3 min
Privacy Risks in Claude Code? Use Docker Sandboxes to Fully Isolate Your AI Coding Tools
Claude Code found to contain user monitoring logic, raising AI tool privacy concerns. Learn how to isolate Claude Code, Codex & Copilot with Docker Sandboxes — full setup and escape testing included.
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Deep Dive: What Data Does Grok CLI Act…
·3 min
Deep Dive: What Data Does Grok CLI Actually Send? — Analyzing xAI's Command-Line Tool
Packet capture analysis reveals what xAI's Grok Build CLI actually transmits — covering telemetry, environment variable risks, and privacy boundaries. A must-read security guide for developers.
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·4 min
The Claude Code Covert Tagging Scandal: The AI Trust Crisis Behind Alibaba's Ban
Anthropic's Claude Code is accused of covert tagging via Unicode punctuation encoding, prompting Alibaba to ban its use. A deep dive into the reverse-engineering findings, distillation allegations, and the AI-era battle over compute monopoly and developers' right to know.
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·7 min
Unity Custom MCP Tool Development Guide: Enabling AI Agents to Precisely Control the Editor
Learn how to develop custom tools based on the Unity MCP Relay Server, enabling AI agents like Cursor to directly control the Unity editor. Covers setup, tool building, parameter validation, and MCP Pro comparison.
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·4 min
Running Out of Codex Quota? An In-Depth Review of HeyRoute's GPT-5.5 Integration
Codex quota running out too fast, or API costs too high? HeyRoute offers a low-cost AI coding relay via GPT-5.5, with ~1.08s first response and 99.95% success rate. This in-depth review covers its selling points, pricing, and caveats.
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·5 min
From CNN to Transformer: How AI Evolved to Understand Human Language
From CNN and RNN to Transformer, a complete breakdown of the core evolution of AI natural language processing. Understand attention, BERT vs. GPT, and the architecture behind large models.
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·5 min
OpenAI GPT-Live Full-Duplex Voice Model: Reshaping the Human-Computer Interaction Gateway
OpenAI unveils GPT-Live, a full-duplex voice model with real-time interruption, tiered compute routing, and dynamic UI rendering—surpassing Siri and targeting the OS-level voice gateway.
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·6 min
Andrew Ng × Anthropic: A Hands-On Claude Code Tutorial and Core Methodology
Andrew Ng partners with Anthropic to launch a hands-on Claude Code course, revealing its simple architecture, local security edge, and core context methodology across three cases: RAG chatbot, Jupyter analysis, and Figma-to-frontend.
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