15 roles mapped against a real operating model — 6 department agents, 30+ Claude Skills, Centaur model. Salaries calibrated for the HCMC digital agency market.
What AI agent orchestration actually requires — not prompt engineering, a compound skill stack.
Each generation evaluated against the 5-layer stack, not generic "tech adoption speed."
Based on operating an AI-native agency, not survey data.
A Millennial or late Gen X orchestration architect who designs the system. A Gen X operations lead who enforces process discipline. Gen Z skill builders who rapidly iterate. A Boomer advisor for domain expertise. An HR Admin who bridges culture, onboarding, and performance across humans and AI workflows.
15 positions. AI impact, generational fit, VND salary trajectory, career risk.
A 5-person AI-native agency with 30+ Claude Skills and 165h/week agent swarm can outdeliver a 25-person traditional agency. The 20 people in that gap lose jobs to a better-organized competitor, not to a chatbot.
Traditional vs. AI-native salary ceilings. Multiplier increases with seniority.