Speculative decoding that rejects only pivot-critical tokens to keep accuracy while boosting throughput.

Geolocalization framed as next-token prediction for accurate location inference.

Satellite image generation conditioned on OpenStreetMap for structure-faithful, controllable outputs.

Edge-focused fine-tuning leveraging inference engines to remove backprop and cut VRAM on mobile/edge hardware.

Diffusion in the frequency domain with a scale‑dependent noise schedule; faster training and sampling.

Added hierarchical FL to FedML open‑source stack by implementing distributed training primitives.

Designed and evaluated a concise fault‑prediction method on software‑evolution data.

Built a small language with a compiler front‑end and JVM bytecode backend.

Implemented a 2D multiplayer action game.

Lightweight engine with UI, input handling, and a scene/update loop.

Fixed‑shooter arcade game implemented from scratch.

Co‑founded and built the backend for a templated card‑design platform.