We analyzed the P&L of a typical Growth Team vs. an Autonomous Agent Swarm. The cost leverage is ~560x ($280k vs $500/yr).
Most people fail with agents because they use "Open Loops" (e.g., "Go write 10 tweets"). We found that reliable production requires "Closed Loops" with a critique step:
Research Phase (Reasoning model)
Drafting Phase (LLM)
Critique Phase (Reviewer Agent that rejects output < 9/10 score)
This post details the full system architecture, the 3-agent org chart, and the actual system prompts we use to run this autonomously.
Most people fail with agents because they use "Open Loops" (e.g., "Go write 10 tweets"). We found that reliable production requires "Closed Loops" with a critique step:
Research Phase (Reasoning model) Drafting Phase (LLM) Critique Phase (Reviewer Agent that rejects output < 9/10 score) This post details the full system architecture, the 3-agent org chart, and the actual system prompts we use to run this autonomously.