The best way to vibe code is to first know the AI coding personality that you are dealing with

Effective vibe coding requires understanding the specific AI coding personality you're working with, as different AI models generate code with distinct styles and weaknesses. Research shows leading LLMs like Claude Sonnet, GPT-4o, and others each have unique coding approaches—from "Senior Architect" to "Rapid Prototyper"—with shared blind spots including security vulnerabilities and technical debt.