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Baharak Saberidokht built infrastructure that cut LLM evaluation from weeks to a day. The system addresses non-deterministic outputs, model drift, and judge inconsistency. Retraining delays and infrastructure friction, not model quality, were the main bottlenecks. The fix enables fast iteration on production LLM improvements.
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