Theo was buried in Notion pages at 1:47 a.m. FinTrack's CEO had just pinged leadership: “We're behind on AI. I want an agent that qualifies inbound leads — score them, draft outreach, flag red flags. Prototype by Monday.” No extra headcount. No fresh dataset.
Theo opened Cursor, pasted in three months of anonymized lead emails, a dozen real sales call transcripts, and a rough “job description” for the agent. Forty-seven minutes later he had a working prototype. The head of sales said: “Holy shit, this is what I've been begging for.”
The winning PMs treat the agent as their primary user from day one. Context scaffolding beats pixel perfection every single time.