Vibe Coding Custom Penetration Tests: When AI Becomes Your Security Partner
Jan 10 · 8 min read · When I started building Cyber Code Academy, a coding challenge platform where users submit Python code that gets executed on my server, I knew I was playing with fire. Letting strangers run code on your infrastructure is basically an open invitation ...
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9 Essential Vibe Coding Tools for Developers in 2026
Dec 18, 2025 · 5 min read · "Vibe coding" has become a popular phrase lately. It's not describing a specific tech stack, but rather a state of development where inspiration flows into working code with minimal friction — smooth as silk. In 2026, the real competitive edge in pr...
Join discussion토큰 효율성(Token Efficiency)
Dec 3, 2025 · 3 min read · 토큰 효율성이란? 토큰 효율성은 AI 코딩 도구를 활용할 때 최소한의 컨텍스트로 최대한 정확한 결과를 얻기 위한 원칙AI가 코드를 이해하고 수정하는 데 필요한 정보를 최적화하여 생산성을 향상가능 토큰 효율성이 필요한 이유 Context Window 한계 AI 모델은 한 번에 처리할 수 있는 토큰 수가 제한됨 (128K, 200K 등) 더 많은 파일을 읽을수록 중요한 정보가 희석됨 집중된 컨텍스트 = 더 정확한 이해 응답 속도 적은 토큰 = ...
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Mastering Vibe Coding: Secrets to Efficient Development
Oct 30, 2025 · 3 min read · My journey took an exciting turn when I discovered several tools that significantly accelerated my development process. Vibe Coding Approach I adopted what I call "vibe coding" - a development philosophy that prioritizes maintaining momentum and a po...
Join discussionBuild AI Products in Public: My Complete 2025 Playbooks
Sep 30, 2025 · 4 min read · TL;DR Ship faster with spec-first prompts, vibecoding patterns, and automation scripts. Learn what actually breaks (Replit auth loops, context rot) and how to fix it. Get runnable snippets and decision frameworks. 🤗 Hi, I’m Karo. I’m an AI PM ...
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Stop Writing The Same Prompts - Makefiles Changed Everything
Sep 9, 2025 · 3 min read · description: Prompts to Makefiles - Transform temporary AI instructions into permanent executable patterns Stop Writing The Same Prompts - Makefiles Changed Everything Pattern Discovery Every AI session starts the same: "Remember to do X" "Format co...
Join discussionI Gave My AI a Constitution - Now It Governs Itself
Sep 9, 2025 · 3 min read · description: AI as Operating System - Constitution + Culture + Commands framework for AI development I Gave My AI a Constitution - Now It Governs Itself The Discovery I stopped treating AI as a tool. Started treating it as a country. Result: Everythi...
Join discussionZero Documentation → Living Code
Sep 8, 2025 · 3 min read · Zero Documentation → Living Code Problem Documentation becomes outdated and loses synchronization with code over time. Developers spend more time maintaining documentation than writing actual code. Solution Documentation-Focused Approach (Old) Tradit...
Join discussionSingle Source, Multi-Platform → Makefile as Publishing Engine
Sep 8, 2025 · 3 min read · Single Source, Multi-Platform → Makefile as Publishing Engine The Problem I write in one place. Readers are everywhere. I update content. Old versions live forever on different platforms. I publish manually. Time dies with each copy-paste. The Discov...
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