Neel Bansal’s Tools-First Portfolio

Field notes

The portfolio groups its work around measuring real-world activity and putting the resulting tools in front of users. Its school-operations examples include service-hour logging, instrument-damage reporting, and scattered classroom materials, while the research section specifies frozen base weights, adaptive LoRA layers, and entropy-triggered resets. The site reports more than 450 student users across seven schools and presents click-through demos without login, though it explicitly says those demos have no backend and use fictional data.