GSOC

Turning a DevoWorm reference sheet into 2,506 honest cell fate training labels, and the four ways it fought back.

I caught my own model cheating on a test, realized the test itself was broken, and rebuilt the whole thing around a much cooler question: what does each cell grow up to become?

A walk through the work done till the midterm evaluation from raw C. elegans microscopy to a trained ESTGEL model, attention maps, and an interactive embryo dashboard.

Connected the data, model, loss, and checkpointing into a working training flow.

A plain-English breakdown of ESTGEL’s three modules using a student friendship network analogy.

Created a Dataset Loader for my Dataset

So, I Started Working on OpenWorm

My set of research while i build my proposal for GSOC 2026 at the Openworm Foundation