samontab

Building practical machine perception applications that run entirely on your device.

My work explores how modern AI can understand the world while respecting user privacy. I build local-first applications that combine computer vision, speech recognition and machine learning with efficient edge computing, allowing powerful AI to run without sending personal data to the cloud.

I believe many AI tasks should happen where the data is created. Running models locally provides better privacy, lower latency, offline capability and gives users full control over their own information.

The projects published here are the practical side of my broader work in machine perception, turning research and engineering into useful tools that are fast, private and easy to use.