Agentic Ai| MERN STACK||React.js||Node.js||Express.js||mongoDB | study material | Udemy Courses| MERN Interview preparation

There are hard problems in the way — class imbalance (some defects are rare), domain shift across sites and lighting, and the fact that "hollowness" isn't visually obvious at all (it's found by tapping, not looking, which is a fascinating limit of a vision-only approach). But the data is real, the labels are honest, and the representation is already right. That's the thread I want to pull on next. Inspection OS is built with React 19, Express, and PostgreSQL (Drizzle ORM). If the hotspot design or the CV direction interests you, the code is on GitHub.