Work
Projects, grouped by domain.
Every project here is an R&D demonstration on public datasets, not client-confidential work. Open one for the method, the data source, and every metric’s caveats.
Single-cell & spatial
R&D demonstration, public data · May 2026
Cell-Type Annotation with a Fine-Tuned Foundation Model
Annotating cell types across a public PBMC dataset by fine-tuning a scGPT-style single-cell foundation model.
94.1%
Agreement with expert-curated cell labels
TODO-VERIFY — the held-out set and the expert-curated labels it's compared against aren't published alongside this figure yet, and it isn't linked to a notebook or repo (CLAUDE.md §9/§10).
R&D demonstration, public data · May 2026
Spatial Mapping of the Tumor Microenvironment
Localizing immune and stromal cell populations in tumor tissue using spatial deconvolution on a public 10x Visium dataset.
6
Distinct spatial niches resolved within the tumor margin
TODO-VERIFY — the clustering resolution and validation approach behind this niche count aren't published alongside it yet, and it isn't linked to a notebook or repo (CLAUDE.md §9/§10).