Zia
- —Machine learning researcher who led reasoning, multimodal, and finance projects.
- —Board experience in the not-for-profit sector, with a focus on strategic governance and oversight.
- —Drove projects from concept to execution within the startup ecosystems at Harvard Innovation Labs and Velocity.
- —How datasets and annotation assumptions shape multimodal system behaviour.
- —Reimagining tie annotations with richer protocols and meta-models that surface uncertainty and nuance.
- —Building spreadsheet-native models to explore how they can interact more directly with structured data.