
Analytical IT professional with experience applying structured evaluation criteria to review system‑generated and AI‑assisted outputs in the context of system security and network administration. Drawing on hands‑on work managing incidents, security events, and technical changes, skilled in assessing clarity, tone, contextual relevance, and compliance with defined standards prior to release. Experienced in documenting decision rationale, identifying inconsistencies, and refining written communication for precision and usability. CompTIA Security+ certified. Detail‑oriented, consistent in criteria‑based review, and capable of working independently under accelerated timelines.