Watch the vision
Everything on this site, walked through on screen: how one operator builds a fifty-person output with an agent workforce — architecture, harnesses, knowledge, memory, governance, and economics.
Narrated presentation
38 slides with professional narration — a complete walkthrough of the architecture, the patterns, and the economics.
What’s inside
From the problem statement through architecture, governance, and economics — everything needed to understand and replicate the pattern.
Why agents (not tools), and the LLM-as-computer analogy that makes the architecture intuitive.
The hierarchy of agents, the wall of separation, and the five-step path from concept to live agent.
SDK containers, Pydantic AI, pipeline DAGs, edge functions, n8n — and when to use each.
The file hierarchy, the RAG pipeline, multi-model routing, and the skills catalog across departments.
How agents remember, learn by ‘dreaming,’ and collaborate through structured protocols.
Human-in-the-loop controls, cost structure, time economics, and the replicable build sequence.
Resources
Browse the interactive deck at your own pace, or download the full document for offline reference.
Click through the Gamma presentation viewer at your own pace, with full animations. Open in Gamma →
Full documentThe complete education document — 12 chapters on architecture, governance, and economics. Download PDF →
Roadmap: a refreshed cut of this video and deck — retold around the seven-layer OS narrative on this site — is planned. The current deck remains the canonical walkthrough until then.