Two products I built and later shut down.
Competition projects — all archived.
Built the agent core for reproducing ML papers from an arXiv ID — 19 model-callable primitives, results decided by measured on-disk evidence rather than the model's grade — and the multi-cloud GPU layer across local, Docker, GCP, and Azure/AKS: one GPU per job, batch-shrink on CUDA OOM, and GCP→Azure failover when capacity runs out.
Jun – Aug 2026
One of two engineers taking the app from zero to 5,000+ users and 500+ App Store reviews at 4.7 stars. Owned the SwiftUI launch flows and Firebase sync, and built three StoreKit 2 subscription tiers with server-side receipt validation.
Jul – Oct 2025
Showed that DDS middleware saturation, not CPU, is what breaks a ROS 2 arm: 4,000 msg/s of flooding drove MoveIt on a simulated 7-DOF Panda to 100% execution failure, traced with LTTng and flame graphs. Replaying the same load under cgroups v2 on 32-core CloudLab nodes ruled compute out. Automated the 10-phase CloudLab setup so an experiment runs in minutes instead of hours.
Dec 2024 – May 2026
Threw out 8 attention-head findings on a 96-class Time Series Transformer that didn't survive 10,000-resample bootstrap CIs and Benjamini–Hochberg correction. Stress-tested 24 head rankings with Cohen's d under noise, time-warp, and phase-shift — steady on simple tasks (Spearman rho 0.88), falling apart on hard ones (0.48).
Jan – Feb 2026
