B. Evaluation, Reliability & Safety
LLM Evaluation: Design and maintain evaluation frameworks to measure accuracy, hallucination rates, latency, cost, and task success across LLM and agent workflows.
Automated Testing: Implement regression tests, golden datasets, and continuous evaluation pipelines for prompts, agents, and tools.
Reliability & Guardrails: Apply safety mechanisms such as output validation, structured generation, fallback strategies, and human-in-the-loop workflows.