A 4-layer architecture for wiring AI into a $5M company's live operations, with a free 41-agent starter kit
aryanXmahajan · x · 2026-11-12
Aryansh Mahajan shares the 4-layer agent architecture his team uses to deploy a "Business Brain" into a $5M company's live operations, plus a free starter kit (a 41-agent map and 3 starter agents) and a full YouTube walkthrough of a $20,000 installation.
His core argument: most people use Claude and ChatGPT like a glorified Google search bar, so outputs sound like a junior intern. Base LLMs already know how to code and summarize — what they lack is your live company data, pricing margins and private context. The architecture's point is wiring AI into real business operations, not just prompt tweaking.
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