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AI project manager deep dive: see how Kowalah built Karolina, an autonomous agent that monitors projects, sends daily reports, and answers Slack questions — no human needed. 🔗 Register for upcoming webinars: kowalah.com/resources/wednesday-webinars What You'll Learn: Why AI agents beat AI assistants for operational roles The four-layer architecture: triggers, orchestrator, agent, and MCP server How Karolina onboards like a human — her own email, Slack, calendar, and CRM access How workspace hydration gives an agent its "view of the world" Why file systems are an agent's best friend (and how it changes the way they reason) How skills and sub-agents let Karolina delegate work and run tasks in parallel How to map this architecture to your own business role and start building Key Timestamps: 0:00 - Introduction & Context 9:01 - Why AI Agents Beat AI Assistants 11:35 - Meet Karolina: Giving an Agent Human Tools 14:02 - Karolina's Triggers: Inbound & Automated 15:42 - The Architecture: Vercel, Next.js & Sandboxes 18:19 - The Claude Agent SDK Explained 23:48 - The Agentic Loop: How Karolina Does Her Thinking 26:39 - File Systems as an Agent's Best Friend 27:30 - Workspace Hydration Deep Dive 33:02 - Skills: Teaching Karolina How to Work 37:22 - Sub-Agents: Karolina's Minions 42:18 - How to Design Your Own Agent (Live Build) 52:04 - AI News: Anthropic's New Plugins & Connectors Who This Is For: Operations and delivery leaders drowning in project admin, founders who want to understand what's actually possible with autonomous AI agents today, and developers or consultants looking to build their first production-grade AI agent using the Claude Agent SDK. Next Wednesday: Voice-Powered AI: Talk to Your Tools, Capture Every Meeting, Close the Loop — your team talks faster than they type, and this session shows you how Wispr Flow and Granola turn voice into your most powerful AI input.