#README automation
61 related articles
·3 min
Git Worktree Is Not an Isolation Boundary for AI Coding Agents: Real Sandboxing Solutions Explained
Analysis of why Git worktree fails as a security boundary for AI coding agents like Claude Code and Cursor, and why containers and VMs are the real solution.
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·2 min
MemoryCustodian: A Repo-Native Persistent Memory Store for Coding AIs
MemoryCustodian is an open-source tool that stores AI memory as Markdown files in your code repo, solving cross-session amnesia for Claude Code, Codex, and other coding assistants.
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·4 min
Full-Stack Machine Learning Project Repository Structure Guide: From Chaos to Convention
A detailed guide to organizing full-stack ML project repositories, covering directory structure design, data-code separation, and configuration externalization to help ML developers move from experimental code to production-grade engineering.
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·4 min
A Guide to Full-Stack Machine Learning Project Repository Structure: From Chaos to Convention
A detailed guide to organizing full-stack ML project repositories, covering directory structure design, data-code separation, and externalized configuration to help ML developers move from experimental code to production-grade engineering standards.
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·4 min
Office CLI: The Open-Source Tool That Lets AI Agents Generate and Deliver Office Files
Office CLI is an open-source GitHub Trending tool that lets AI Agents create Word, Excel, and PowerPoint files directly — with preview rendering and auto-checks, no Microsoft Office required.
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DCG: A Rust-Powered Safety Guard That …
·2 min
DCG: A Rust-Powered Safety Guard That Intercepts Dangerous AI Agent Commands
DCG is an open-source Rust tool that intercepts dangerous shell and git commands for AI agents like Claude Code and Cursor, enabling zero-trust execution environments.
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·2 min
BrowserSkill: A Controlled Channel for AI Agents to Safely Borrow Your Logged-In Browser
Tencent's open-source BrowserSkill (BSK) lets AI agents reuse your real browser login state via a separate window, single-tab borrowing, and human takeover — safely and within clear boundaries.
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·2 min
19-Year-Old AI Learner: How to Balance Passion and Employability?
A 19-year-old AI learner torn between passion for LLMs and job market pressure. This article breaks down AI Engineering vs. research paths and offers actionable strategies.
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Smart Proxy: The Key Architecture for …
·3 min
Smart Proxy: The Key Architecture for Running AI Coding Agents Safely and Autonomously
Too much AI permission is risky; too little kills productivity. A smart proxy acts as a controllable middleware layer — intercepting, auditing, and policy-gating AI agent actions in tools like Claude Code and Cursor for safe autonomous operation.
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·3 min
The Complete LLM Learning Roadmap: From Beginner to Expert — Courses and Resources Recommended
Confused by scattered LLM resources and unclear learning paths? This guide maps a complete roadmap from basics to advanced, covering Karpathy, Stanford CS224N, DeepLearning.AI, Hugging Face, plus RAG, fine-tuning, and Agent deep dives.
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·4 min
Agent Loop in Practice: A Guide to Building Self-Improving Automation with Guardrails
A deep dive into building verifiable, self-evolving Agent automation loops with Claude Code and Codex — covering Loop Contracts, four trigger types, three-phase execution architecture, and Evolve Loops.
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The Complete Guide to Breaking Into Da…
·3 min
The Complete Guide to Breaking Into Data Science: Career Paths, Learning Resources, and Job Search Strategies
A complete guide to breaking into data science: learning resources, degree vs. online courses, building a portfolio, and career prospects. Ideal for career changers and upskilling professionals.
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·3 min
Getting Started with Agent Skills: Structure, Principles, and Practical Usage
A deep dive into Agent Skills: learn the file structure (SKILL.md, references, scripts, assets), core principles, and how they differ from prompts. Build your own AI skill bundle from scratch.
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·3 min
JadePuffer: A Full Autopsy of an Autonomous AI Ransomware Attack — The Age of Weaponized Agents Has Arrived
Sysdig captured JadePuffer, the first fully autonomous LLM attack agent: exploited Langflow RCE, self-corrected in 31 seconds, laterally moved, encrypted databases, and left a ransom note — a deep-dive into weaponized AI agents.
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·4 min
Four Major LangChain Updates: OpenWiki, Voice Agents, and Sub-Agent Orchestration Explained
LangChain releases four major updates: OpenWiki for auto-generating codebase docs, voice agent tutorials, Harbor evaluation integration, and deepagents programmable sub-agents.
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·7 min
Codex Direct Connection Configuration Guide for China: Complete GPT Agent Setup Tutorial
Complete guide for configuring OpenAI Codex Agent in China, covering installation, API key setup, permission modes, reasoning intensity, and security considerations for third-party relay services.
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·4 min
OpenWiki: A CLI Tool That Automatically Generates AI Agent Documentation for Codebases
OpenWiki is an open-source CLI tool that automatically generates and maintains structured documentation for AI agents. It addresses the context gap in AI coding assistants like Claude Code and Cursor, helping teams build effective context engineering workflows.
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·5 min
Advanced Vibe Coding: How SuperPowers and GStack Make AI Coding Truly Converge
In the age of AI-assisted programming, how do you make tools like Codex and Claude Code output more stably? This article deeply analyzes SuperPowers and GStack, covering project-level orchestration and module-level code layering to help developers master AI coding.
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·7 min
In-Depth Analysis of the GitLost Vulnerability: How GitHub AI Agents Were Tricked into Leaking Private Repositories
Security researchers disclose the GitLost attack, which uses prompt injection to trick GitHub AI agents into leaking private repository source code. An in-depth analysis of the attack principle, AI agent security risks, and developer defense recommendations.
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·4 min
Alibaba Plans to Ban Claude Code: The Battle Between Backdoor Risks and Enterprise AI Security
Alibaba reportedly plans to ban Claude Code internally over backdoor and data leakage concerns. A deep dive into enterprise AI security, supply chain trust issues, and what it takes for AI tools to win enterprise adoption.
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