Prove “agent-first” means something when the dashboard lights up. Rank candidates without always crowning Ada Lovelace, ship metrics that aren’t vanity, and gently explain to sales why accuracy isn’t a slide. Comfortable arguing with embeddings. Uncomfortable putting “AI-powered” in a chart title without a denominator.