Towards Data Science is a community-powered publication that showcases work in data science, machine learning and artificial intelligence. Every day newcomers, seasoned researchers and industry practitioners publish tutorials, research notes and real-world case studies that help the field move forward.

Towards Data Science

A non-developer built a podcast clipping web app called PodClip in a single weekend using Replit's AI agent with minimal manual coding. The app integrates with Spotify to let users save, organize, and search podcast clips with transcripts. The author shares the full build process including prompting strategies, API limitations encountered (Spotify's playback API restrictions), workarounds implemented, and honest reflections on what vibe coding is good for — rapid prototyping — versus what it isn't, like building deep coding skills.

I Built a Podcast Clipping App in One Weekend Using Vibe Coding