Microsoft Research Shows AI Can Generate Realistic Command Lines and Process Telemetry

**Executive summary:** Microsoft researchers demonstrate using large language models to generate realistic command-lines and process-tree telemetry so defenders can safely flood test environments with synthetic attacks to validate detections, train analysts, and shorten detection engineering cycles; the work includes guardrails, recommendations for isolated testing, and continuous refresh of scenarios to keep synthetic telemetry aligned with evolving adversary tradecraft.