Projects

An abstract local model core surrounded by layered control paths

Agents — On-Device

On-Device Intelligent Agents

Designing local-model agents around explicit context budgets, reliable tools, durable state, and verifiable execution.

Two real-time reconstruction modules connected to source and generated gameplay frames

Vision — Real-Time

Real-Time Super Resolution and Frame Interpolation

Real-time AI algorithms through NPU–GPU co-design for smoother gameplay, lower power, and an optimized rendering pipeline.

Flat blue and green illustration of scent streams converging on a perceptual similarity network

Olfaction — Machine Learning

Human Sensing and Neurotechnology

A community-built metric for predicting perceptual similarity between complex odor mixtures, with D2Smell ranked first in the DREAM challenge.

A moving human figure beside a temporal graph representation of body motion

Human Motion — Generative Models

Understanding and Generating Human Motion

Work through the EnTimeMent project on recognizing group behavior, synthesizing controllable 3D motion, and transferring movement style.