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Notes on Building AI Agent Systems

Practical, experience-driven insights from building and running multi-agent AI workforces. I write about what actually works, what doesn't, and the lessons I've learned deploying real agent systems for real businesses. No hype. No buzzwords. Just the stuff that matters if you're serious about using AI to grow.

Every post comes from something I've actually built, tested, and deployed. Real projects, real decisions (and mistakes), real results. If it's on this blog, it's because I've done it myself.

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Topics I Write About

Multi-Agent SystemsOpenClawBusiness AutomationAgent ArchitectureROI & StrategyCase StudiesCron JobsTelegram Bots
AI AgentsArchitectureOpenClaw

How to Design an AI Agent Hierarchy for Your Business

Flat agent structures break at scale. Here's how to design a multi-agent hierarchy with a COO, department heads, and specialists — based on the 18-agent system I built for my own agency.

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AI AgentsOpenClawDelegation

My AI COO Manages 17 Agents While I Sleep

A deep dive into how one AI agent — Alex, the COO — coordinates 4 departments and 17 specialist agents through a single Telegram chat. The delegation patterns, the chain of command, and why it works.

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