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Conversational AI

IRI

Model serving and response evaluation for a children’s voice service.

Overview

A voice conversation service for children. I worked on Kanana model serving on RunPod, input/output checks, and development evaluation of the response pipeline.

My work

  • Model serving. Worked on the Kanana serving pipeline on RunPod.
  • Input and output checks. Evaluated responses and used stage-level decisions to distinguish overblocking from missed risky requests.
  • Regression checks. Used timing logs and stage-level decisions to compare changes in the response pipeline.

Development evaluation

The work focused on making pipeline behavior observable during development: where a response was blocked, which risky requests were missed, and how changes affected those decisions.

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