Two educators, one applied AI lab
Our education backgrounds keep the work grounded in real users, clear explanations, thoughtful evaluation, and tools that help people—not technology for its own sake.
Tarun Chawdhury
AI/ML Educator · AI Engineer · Researcher
Leads voice and model engineering, private AI infrastructure, evaluation systems, and practical software development. An educator, builder, and published author.
Mousumi Chawdhury
Special Educator · Co-founder · Product Collaborator
Brings high-school special education experience, empathy, communication, and grounded problem framing to human-centered AI product development.
Our commercial focus
Precision Personal Software for small businesses
We are a small California business serving other small businesses. Through Let Us Vibe for You, we build software around one defined business outcome, agree the acceptance criteria, scope and price in writing, and do not introduce unexpected changes. We also conduct applied AI research. AI4Echolalia™, our TED AI San Francisco Hackathon award-winning special-needs education platform, remains our flagship application for licensing.