#README
229 related articles
·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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Cursor Zero-Day Vulnerability Exposed:…
·3 min
Cursor Zero-Day Vulnerability Exposed: When Full Disclosure Becomes the Last Line of Defense
A deep dive into the Cursor AI editor zero-day vulnerability: why the researcher chose full disclosure, AI coding tool security risks, and how developers can protect themselves.
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·3 min
The Complete Guide to Looping Engineering: Building Efficient Agent Loops from Scratch
A deep dive into Looping Engineering — covering the five core loop elements (Trigger, Goal, Judgment, Feedback, Memory), when to use loops, and a step-by-step guide to building a topic-selection loop with Claude Code.
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·3 min
AI Coding Agents in Practice: An Efficient Configuration Guide for Cursor and Codex
How to configure Cursor, Codex, Devin, and other AI coding agents for context management, code quality, and cross-tool collaboration. Practical tips on rule files, TDD, and structured context storage.
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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
Claude Code in Practice: How AI Coding Tools Can Protect Your Secret Keys
When AI coding assistants have full filesystem access, are your API keys and cloud credentials safe? Deep dive into secret leakage risks and practical defenses.
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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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·3 min
Render Code as Images and Send to Claude — Cut API Costs by 70%
PXPipe renders system prompts and tool docs as images sent to Claude, exploiting visual token pricing. Real-world results: 68% fewer input tokens, 59–70% lower bills.
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·2 min
Reinforce: A Developer's Open-Source Python Library for Reinforcement Learning — Lightweight and Readable
Developer Denis Drobyshev releases Reinforce, his first open-source RL Python library on GitHub. Learn about its value for beginners, common challenges in new open-source projects, and how to contribute.
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Clawk: Creating Disposable Linux Sandb…
·2 min
Clawk: Creating Disposable Linux Sandbox Environments for AI Coding Assistants
Clawk offers a core solution to AI coding assistant security risks: disposable Linux VMs that isolate SSH keys, API tokens, and sensitive data from agents like Claude Code and Cursor.
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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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·2 min
Hombre: An Open-Source Visual Dashboard for Honcho AI Memory Server
Hombre is an open-source web GUI for self-hosted Honcho AI memory servers. Features workspace management, semantic search, real-time sync, and RBAC — built with FastAPI and native frontend, MIT licensed, Docker-ready.
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·4 min
Claude Code in China: Model Selection & Cost-Saving Configuration Guide
How can Chinese developers access Claude Code affordably? This guide covers model selection (DeepSeek V4 Pro top pick), proxy vs. direct connection risks, environment variable setup, and Coding Plan cost-saving strategies.
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·2 min
Reproducing GitHub Projects from Scratch: A Complete Guide to Environment Setup and Practical Pitfall Avoidance
Reproducing GitHub projects isn't just git clone. This guide covers project evaluation, conda setup, dependency installation, running .sh scripts on Windows, and debugging tips.
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·6 min
GPT-5.6 vs Grok 4.5 on the Same Day: A Packed Week of Flagship AI Model Launches
OpenAI's GPT-5.6 launches with Sawa, Terra, and Luna sub-models the same day as Musk's Grok 4.5, while Anthropic, Meta, and NVIDIA make their moves. A packed week of flagship AI launches.
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·5 min
Maximizing Codex Weekly Quota: A Complete Guide to Goal Commands and Long-Running Agent Configuration
Master Codex's Goal command mechanism. Use five standard project settings—agents.md, context.md, active-context and more—to solve context forgetting and hallucination in long-running Agents and maximize your weekly quota.
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·4 min
No Competitive Programming Required: How CS Students Can Pivot to AI/ML and Land Internships
How can CS students who dislike competitive programming systematically pivot to AI/ML? This guide covers skill priorities (Python/SQL/ML/deployment), portfolio strategy, Kaggle tips, and real paths to landing AI/ML internships.
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