2026
Investigating whether LLMs understand causality in potency and selectivity measurements (vs. arithmetic shortcuts), using OpenADMET PXR assays — probing, patching, and behavioural controls. Eval write-ups · post
2025
Developing the software pipeline and electrical components, for using the miniscope on paced heart organoids.
Built pflotran-py, a Python wrapper for generating PFLOTRAN input files and processing simulation results for long-term methane and CO2 flux from salted algal biomass sequestration.
Write-up on varying random unitary circuits in a 3D/SGCNN fusion network to test effects on predictability of protein-ligand binding affinity.
Explore connections between antibiotic resistance and sensitivity across genera.
2024
Quantum Materials & Devices Lab @ UCLA Set up ODMR for hBN quantum-emitter characterisation.
Summer ML School @ IIT Bombay Was fun, class size was extremely small (~5 people in my cohort, so learnt a lot ^^.
2023
CRISPR & VLP Lit Review Co-authored review on VLP-mediated CRISPR delivery.
Quantum+Chips Program @UMinnesota Got background/jump start on what we can and can't do with quantum computing, and where potential advantages would be.
2019–2022
DECA IBP track Did this every year for three years, aced provincials every time :)
HOSA Main benefits are me telling my friends that one year, I was officially the most medically ethical person in Canada
MUN & Case Competitions Shortcut to becoming a professional yapper.
2018and earlier
Rube Goldberg Competitions I think these might have been unnaturally popular where I grew up, but these were incredibly fun! To this day I am ready to make anything unnecessarily complicated but more exciting if prompted.
Battle of the Books Fueled my reading obsession and got me to read fiction books I wouldn’t have stumbled across otherwise, and brought me to a few of my childhood favourites (the Neil Flambe series, Lockwood and Co. series, and many many more. So many more)..
Caribou Math Contests Waterloo has the most fun math competitions for kids. No further evidence needed, you can confirm this yourself.