How deduplication works: The system analyzes personas for overlapping domain expertise, capabilities, and role definitions. When similar variants are found, the CHRO can select a surviving persona to preserve while merging others. All historical project associations are preserved in the surviving persona. Deduplication cannot target retired personas.