This is a submission for the Gemma 4 Challenge: Write About Gemma 4
"We built AlphaFold Gap-Filler.
It takes any uncharacterized protein — something with no known function, no literature, nothing — and tells you what it likely does, which existing drugs might target it, and what experiment to run first to confirm it.
All automatically. In under 30 minutes.
Why Gemma 4?
Because no model could hold enough context to reason like a biologist.
A real scientist does not look at one thing. They look at five things simultaneously — evolutionary history, genomic context, interaction network, structure, and literature — and the insight comes from connecting all five.
Gemma 4's one million token context window makes this possible for the first time. We feed all five evidence streams into a single inference call. Gemma 4 holds all of it, reasons across all of it, and produces a hypothesis the way an expert scientist would.
No other model can do this. This is not a workaround. This is the capability."
Link to the project - https://www.kaggle.com/competitions/gemma-4-good-hackathon/writeups/alphafold-gap-filler-dark-proteome-drug-candida
To the demo video - https://youtu.be/MrwCRJLAjsA