Hybrid Renderer — frequency mix

This Website

R&D • LLM • Front end

This very website you are viewing is itself part of an R&D project. I built it using a method I call “vibe coding.” Instead of following strict step-by-step programming rules, vibe coding is more like a conversation with AI models — guiding the process through prompts, intuition, and iteration.

LLM vibe coding

Video

It’s a way of coding that feels more creative than traditional approaches, letting ideas flow naturally while still achieving technical results.

I’ve been using AI for coding long before it became mainstream and user-friendly. My main interest in AI development lies in the coding area, and this project gave me the space to push that further.

The entire website was refined and customized using multiple different LLM models. I used Warp as an agent framework to connect models, with GPT-5 as the primary engine for development. For debugging, I turned to Claude 4.1, which was particularly effective in bug fixing and polishing.

Over the course of the build, the project consumed over 6,000 tokens across many versions, each passing through iterative improvements. The result is a functional, AI-assisted website that demonstrates how coding and creativity can merge through conversational development.