Siddhant Patil/Founding AI Engineer

I ship AI as products,
not experiments.

AI, backends, integrations—reliability first.

Not just the demo.

01 / 03

A demo answers the question you rehearsed.

Happy path, clean input, someone who already knows what to type.

02 / 03

Production asks a different one.

The policy changed in January. The person asking is not cleared to see the answer. The provider is down. A member disputes what they were told six months ago.

03 / 03

I build for that question, then measure whether it holds.

Rules in code, not in a prompt. An eval set before the launch. Failures triggered on purpose and written down.

Two systems, measured below