The First Token Knows — and Where That's Not Enough

Picture a tier-1 customer-service agent at a mid-size fintech — composite of incidents I've seen across multiple postmortems. The agent isn't human. It's a 7-8B instruction-tuned pipeline handling support tickets, and when a customer asks about the r...