Trait Weaver (28) - Ray Researches
Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

Traitweaver started with a question: what if we could better understand a useful ability in one organism and explore what it would take to bring that ability into another? Biology already has ways to capture nutrients, bind metals and break down plant material. But understanding how those abilities work means piecing together research on organisms, genes, proteins and the conditions around them. I’m building Traitweaver to bring that information together and help researchers turn an idea into a clear, evidence-backed direction for study. For this demo, I focused on phosphorus. The app follows the research from how algae take up phosphorus to the questions we still need to answer about recovering it from collected material. You can explore the evidence, see what’s missing and export a study outline for review. Muse Spark helps with that reasoning. In a documented test, Muse chose a check for missing evidence, the software identified a gap in the phosphorus recovery measurements, and Muse used that result to reassess the next step. The demo shows a labeled replay of that work. This is an early step toward a bigger goal: a tool that helps connect biological traits to the organisms and systems behind them, then guides a researcher from an idea toward work that can be tested in the lab. The current prototype supports research planning; it hasn’t yet demonstrated a successful trait transfer or a working phosphorus recovery system.