I built a multi-agent AI system of 21 specialized agents that never talk to each other, run for under $20 total, and have never fallen over. Here is the architecture, and why every strange decision was the right one.
I built an AI sales team for under $1 a day. In 42 days it cost $15.85, closed $29,201, and beat Salesforce and HubSpot's AI at finding and working real leads. Here is how it works, and why I turned it off.
I built an AI agent that reads my CRM emails and scores leads for $0.01 each It scored 1,051 leads in one run for $15.07 — and surfaced $82K+ in pipeline I didn’t know I had. The problem I run…
This story isn't about speed for the sake of speed. It's about what happens when friction disappears. AI didn't invent the idea. It didn't decide the architecture, the revenue model, or the constraints. What it did was remove the bottlenecks that had stopped me from shipping for years.
