A new family of real-time video and 3D generative models.

Invest in teams transforming value-chains. On occasion, special situations.

Led an inspired team of software and ML engineers to build a service to protect the internet from phish, malware, ransomware and techscams. Serving ~1b daily users.

Set out to build something ambitious with an amazing group of people. We made it possible for institutional landlords to offer their tenants amenities like wifi, meshed networking w SSID roaming, utilities, intruder detection, access control, occupancy counting, real-time comprehensive environmental sensing and more with a push of a button. In the end, COVID-19 and the ensuing supply-chain crunch found me unprepared for the storm. Biscuit wound down operations in 2020.

Co-founded and managed Microsoft Ventures Fund (ex- Bing Fund)Led an applied research & engineering team focused on automotive perception (Edge + Cloud). Near real-time pipeline for 3D reconstruction from multi-view RGB-D input.

Mostly NLP and social search experiments.

Designed large-scale network systems in heavily mountainous terrain - including long range wireless infrastructure (microwave), optical fiber network across a 300 acre campus, telecom systems and software switching. Primary engineer responsible for y2k readiness for network infra.