RNA therapeutic design
since 2024
State-space sequence encoders for RNA representation, differentiable secondary-structure folding, and guided discrete diffusion for property-constrained sequence design. Hierarchical Bayesian models for sparse assay data.
Bitswap
2021
Full order-book exchange for BitClout (DeSo). Price-time-priority matching engine: limit and market orders, partial fills, on-chain settlement between BitClout and Ethereum. Co-founder and CTO; open-sourced at wind-down.
github, engine
AscendBuild
2020
Real estate development search. Rental listings scraped across Craigslist, Zumper, and Kijiji, aggregated into building-level records with price-per-square-foot trends and developer comparables. Mapbox GL basemap with polygon-draw parcel search. The Next 36, Next Canada 2020.
Synbiolic
2020
Generative model for small molecules. A variational autoencoder optimized for drug-likeness (QED), with IBM RXN predicting retrosynthetic routes. Microsoft Imagine Cup 2020, Americas runner-up.
read more
Holy Grail
2020
Active learning for materials formulation at Holy Grail (YC S19). MC-dropout Bayesian network with a Bayesian-optimized architecture; permutation feature importance and variational optimal experiment design to choose the next formulation to run. Applied to bioplastics, concrete, brewing.
NeuraScale
2019
Super-resolution GAN (SRGAN) trained on MS COCO. 2x upscaling at arbitrary resolution by tiling, super-resolving, and stitching past the network's fixed input size.
github