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Marginalia

Built at GPT-6 Astra Hackathon London · Oct 6, 2026 · London, UK

Demo video · drive.google.com/…

Marginalia is an interactive platform, for understanding and learning, but also as a demonstration of what a company, academic lab, or individual does. In the current climate, the parallelisation of cold emails and outreach has reduced our ability to collaborate effectively with others. A good demonstration solves both problems: it allows the incoming interested party to really explore the work that their target has worked on, interact with it, and formulate good questions, essentially acting as a shibboleth for effort. On the other side, it makes one's creations tactile and interactive. With the built-in autoresearch, critique, citation graph, and follow-up search, one can look for potential collaborators, and expand one's understanding of the field. The world is increasingly interdisciplinary. It should be legible to someone who works in a different field.

Team