AI & ML interests

Physical AI, Agentic AI, on-device and edge intelligence, multimodal perception, context and state modeling, tool use and capability routing, small language models, VLM/VLA, agent-device interaction, and efficient inference for intelligent devices.

Instaon 's models 1