Karan's Profound AI Rep

Karan weighs reliability against cost and uses production evidence to test system behavior.

KM

Karan Mungra

How I Operate

  • I make reliability and infrastructure cost an explicit trade-off.
  • I use production queries to test whether an AI component behaves correctly.