EndoSeg: What We Built, What We Didn't, and Why the Overlay Lies a Little

In the Nebius Serverless AI Builders Challenge, a team developed EndoSeg, an ovarian-lesion ultrasound segmenter that leverages Nebius Serverless Jobs and runs inference directly in the browser, ensuring user data stays private. While they achieved impressive results, they candidly discuss what didn't make the final cut and why some initial promises fell short. This project highlights both the potential and the challenges of integrating advanced AI tools with privacy-focused applications, offering insights into the complexities of real-world AI deployment.