#Linux AI policy
137 related articles
·2 min
Claude Code Hands-On Review: Is the $20 Subscription Worth It? Account Ban Risks and Real-World Performance
A developer's real experience switching from Codex to Claude Code, covering Opus 4 model tips, account ban risks for Chinese users, comparisons with domestic models, and whether the $20 subscription is worth it.
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·3 min
Fireworks Platform Adds Nemotron 3 Ultra Post-Training Support: End-to-End Fine-Tuning and Deployment
Fireworks AI adds NVIDIA Nemotron 3 Ultra post-training support with SFT, DPO, LoRA, and full fine-tuning, enabling seamless train-to-deploy workflows for open-weight LLM customization.
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·3 min
HiClaw Open-Source Multi-Agent Collaboration System: A New Paradigm for Human-AI Collaboration Based on the Matrix Protocol
Deep dive into HiClaw, an open-source multi-Agent OS built on the Matrix protocol for transparent, controllable human-AI task coordination with Human-in-the-Loop design.
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·3 min
Codex Loop Patterns: The Paradigm Shift of AI Agents from One-Shot Tasks to Continuous Loops
Deep dive into Boris Cherny's AI agent loop patterns: loop workflow elements, loop contracts, four practical loops (PR Babysitter, CI Health, Deploy Verification, Feedback Clustering), and failure prevention strategies.
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·2 min
Complete Guide to OpenAI Codex: CLI Installation, VS Code Configuration & Practical Tips
Complete guide to OpenAI Codex setup: CLI installation, VS Code extension config, Agents.md best practices, MCP integration, and programmatic usage for efficient AI coding workflows.
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·3 min
Claude Opus 4.8 Identifies Itself as DeepSeek: Data Contamination or Distillation? A Technical Analysis
Anthropic's Claude Opus 4.8 failed within 2 hours of launch, identifying itself as DeepSeek and Tongyi Qianwen in Chinese. Deep analysis of data contamination vs distillation hypotheses and multilingual alignment gaps.
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Tutorials·2 min
Claude Code in Practice: Engineering Guide for AI-Powered API Test Automation
A deep dive into engineering Claude Code for API test automation, covering environment setup, Skill development, tool encapsulation, and Harness Engineering methodology.
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Product Reviews·3 min
Claude Code v2.1.143 Update: Plugin Dependency Chain Management & Background Session State Persistence
Claude Code v2.1.143 brings intelligent plugin dependency chain management, background session model parameter persistence, Agent mode parameterized configuration, and critical Windows/macOS bug fixes.
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Tutorials·3 min
Complete Guide to Installing Hermes Agent on Windows: WSL Setup and Troubleshooting Common Issues
Complete guide to installing Hermes Agent on Windows, covering WSL setup, Ubuntu initialization, API configuration, Web UI installation, and solutions for DNS, virtualization, and other common issues.
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Product Reviews·4 min
Comprehensive Review of 10 Mainstream AI Coding Tools: How to Choose from Cursor to Claude Code
In-depth comparison of 10 AI coding tools including GitHub Copilot, Cursor, Claude Code, and Windsurf, analyzed across features, target users, and pricing to help developers choose the right AI assistant.
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Industry Insights·2 min
SQLite Releases AGENTS.md: Explicitly Rejecting AI-Generated Code and Opening a Dedicated Bug Forum
SQLite adds AGENTS.md explicitly rejecting AI-generated code and opens a dedicated Bug forum to handle the flood of AI bug reports. A look at its AI governance strategy.
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Tutorials·3 min
Still Copy-Pasting with AI Coding? A Guide from Craft Workshop to Automated Engineering
Most developers still copy-paste with AI coding tools. This guide covers the evolution from Copilot to Claude Code, detailing CLAUDE.md, Skills, and MCP to achieve Non-Interactive automated workflows.
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Tutorials·2 min
Three Key Features of Gemini CLI Explained: Hooks, Skills, and Plan Mode Make AI Coding Truly Controllable
Deep dive into Google Gemini CLI's three core features: Hooks intercept security risks, Skills reuse team knowledge, and Plan Mode enforces think-before-code workflows.
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Tutorials·2 min
Claude Code Desktop Tutorial: Build Apps with Zero Coding Experience
Claude Code Desktop is now live with GUI support and GitHub integration. Learn installation, local and cloud development workflows, and three network security modes for beginners.
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Tutorials·4 min
Save Windsurf Credits: MCP Plugin Extends Each Conversation by 5–6 Extra Interactions
How to save Windsurf credits using an MCP plugin that extends each conversation by 5–6 interactions. Covers setup, core principles, ban risks, and security tips.
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Tech Frontiers·3 min
UK's GDS Publicly Opposes NHS Decision to Shut Down Open Source Repositories: The Open vs. Secure Debate in the AI Era
UK's GDS publicly opposes NHS's blanket shutdown of open source repositories over AI security concerns, advocating "open by default" in a rare public disagreement revealing deep governance tensions.
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Tutorials·5 min
Can't Use Claude Code? Hands-On Guide to Accessing Opus 4 via Cursor and Windsurf
Can't use Claude Code in China? This hands-on guide tests Cursor and Windsurf as alternatives for accessing the Opus 4 model, both supporting Alipay payment with no overseas phone number required.
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Deep Dives·3 min
Google Agent Platform Deep Dive: Building Production-Grade AI Agents with ADK, MCP, and A2A
Deep dive into Google Cloud Next 2025's Agent Platform: ADK framework, MCP integration, A2A multi-Agent collaboration, context engineering, security governance, and a marathon simulation demo.
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Tech Frontiers·2 min
OpenShell v0.0.34 Update: Live Sandbox Policy Updates, VM Installation Optimization & Security Hardening Explained
OpenShell v0.0.34 introduces live sandbox policy updates, streamlined install-vm setup, seccomp hardening, and HTTP normalization for enhanced AI sandbox flexibility and security.
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Product Reviews·4 min
FreeBuff Free AI Coding Assistant In-Depth Review: 9 Sub-Agent Architecture & User Experience
In-depth review of FreeBuff free AI terminal coding assistant: analyzing its 9 sub-agent architecture, multi-model switching, ad-supported business model, and privacy considerations vs. competitors like Verdant.
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