RiteshKhanna
I like building things, testing ideas, and seeing what holds up.
Mar 31, 2026
I Built a Browser-Based AI Music Generator
A working AI music platform — type a prompt, get a full song with vocals, lyrics, and cover art. One person, open-source models.
Recent posts
I Built a Browser-Based AI Music Generator
A working AI music platform — type a prompt, get a full song with vocals, lyrics, and cover art. One person, open-source models.
Same Size, 3 Years of Progress: Retraining My Image Prompt Generator
In 2023 I fine-tuned GPT-2 355M to write image prompts. Now I retrained the concept with Qwen3-0.6B on Claude-generated data. Same size class, dramatically different results.
AI Music Is Good But Not Great. Can We Fix That?
I generated 230 AI songs across 10 genres, built a model to rate them, and used the data to 4x the hit rate of producing good tracks. All on a MacBook.
Front End Competition
I gave Claude Code and Codex the exact same prompt and deployed whatever came out. No edits, no re-rolls.
I Tried to One-Shot an Entire Web App with Claude Code
20,000 lines of code in 12 hours. It worked. It was also terrible. Here’s what I learned about the gap between “functional” and “shippable.”
I Trained a GPT-2 Model to Write Better Image Prompts Than I Can
Fine-tuned a 355M parameter model on thousands of high-quality Midjourney and Stable Diffusion prompts. Give it a few words, it gives you a masterpiece description.