Aravind Ravi

Staff Software Engineer · Independent AI Systems Researcher

I build and evaluate control-plane architectures for long-running AI applications, with an emphasis on deterministic routing, durable context, observability, and operator control.

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Research context

This work is developed within the context of Teknamin Labs, an independent research practice founded in 2015.

My current publication work includes HNIR, a DOI-registered preprint on deterministic intent routing for distributed conversational systems.