12 Vibe Coding Factors
Four-Stage Twelve-Principle methodology provides real insights for 10x engineering efficiency, without the complexity overload.
We have cracked the code for 10x engineering efficiency.
12Factor provides real methodological insights, without the cognitive overload.
Master AI Collaboration
Learn systematic approaches to working with AI tools, revealing key opportunities for enhanced productivity and code quality.
Control Your Development Flow
Manage and track your coding workflow, ensuring consistent performance and streamlined collaboration patterns.
Bridge Human-AI Communication
Master effective prompting techniques for clear AI communication and enhanced development collaboration.
Achieve 10x Engineering Efficiency
Master the synergy between 12Factor methodology and Vibe Coding practices to unlock unprecedented development productivity and code quality.
See the Big Picture
12Factor turns complex development methodologies into clear, actionable principles that show you exactly how to improve your AI collaboration workflow.
Master Principles in Minutes
No more endless documentation searches.
Get Everyone on the Same Page
Share consistent AI collaboration patterns with your team.
Make Learning Interactive
Gamified flashcards and quizzes keep your team engaged.
Your Development Snapshot
Get a quick, clear overview of your team's AI collaboration maturity.
Four-Stage Learning Path
Master AI collaboration through a systematic four-stage approach designed for modern developers.
Prepare
Single Source of Truth, Prompt First, Context Hygiene - Establish the foundation for effective AI collaboration.
Execute
Human-in-the-Loop, Chunked Work, Parallel Flow - Implement systematic development processes.
Collaborate
Cognitive Load Budget, Flow Protection, Reproducible Sessions - Optimize team collaboration patterns.
Iterate
Rest & Reflection, Skill Parity, Culture of Curiosity - Continuous improvement and learning.
Start Your Journey
Begin mastering AI collaboration with our free, open-source learning platform designed by developers, for developers.
Learn the Principles
Explore the 12 fundamental principles through interactive content and real-world examples.
Practice & Test
Use flashcards and quizzes to reinforce your understanding and track your progress.
Apply in Practice
Implement the methodology in your development workflow and share knowledge with your team.