th3_g3nt13_m4n

The problem with some vibe coders is that they take feedback as an attack on their intelligence and become defensive. When someone challenges your claim that you’re “building an AI model,” it’s an opportunity to go back to the drawing board and understand what you’re actually building. Hata Claude can help clarify the distinction and point you towards tools such as MCP and function calling that might suit what you’re trying to achieve. And once you start building sensitive systems that move money or handle private data, system design fundamentals and established engineering patterns become essential. Getting something to work is one thing; making it secure, reliable, and maintainable requires a deeper understanding. AI has made it easy for a business person to move from 0-4, but from 4-10 you will still need a domain expert, i have consulted for some many people that have started building apps and got stuck in the middle and that is what excites me about AI