WORKSHOP: Build Your Agent OS with Claude Code + Cowork

​I spent 200+ hours building a system that makes every AI agent I run smarter with every task. Now I'm open sourcing the entire thing — live, in 4 hours.

​I was CMO at Scale AI and Deepgram. Now I run GrowthX, where we build AI-powered growth machines for Webflow, Ramp, Lovable, Udemy, and Brex. $0 to $10M in under a year. The system I'm sharing is the one that runs it all — what I call a context operating system. Skills, rules, workflows, and knowledge that compound instead of vanish.

​There are two types of AI users right now: Compounders and Skippers.

​Compounders treat AI like a video game. Every interaction makes the next one better. They connect dots faster, synthesize information, and build leverage that stacks week over week.

​Skippers use AI so they don't have to think. They're not reading the output. Not critically evaluating. Not connecting dots. They download a tool, copy a prompt, and wonder why nothing changes.

​The gap between these two groups is getting insane. 10x — and it's compounding.

​This workshop is for the compounders.

​Here's what we'll build together:

​🧠 The Context OS Architecture: How Marcel structures skills, rules, knowledge, and project context so agents retain learning across sessions — not just within them.

​🔧 Cursor Setup for Compounders: Rules, skills, and MCP integrations that turn Cursor from a code editor into an AI operating system. The exact configuration Marcel runs daily.

​🤖 Claude Code + Cowork Workflows: When to use Cursor, when to use Claude Code, how to orchestrate multi-agent work — and why the combination is more powerful than either tool alone.

​📚 Building a Knowledge Graph That Compounds: The file structures, naming conventions, and linking patterns that make every agent interaction smarter than the last. Your context becomes your moat.

​⚡ From One-Off to Compound: How to turn a manual task into a repeatable skill that every future session benefits from. Every output feeds the next input. Nothing is throwaway.

​🎯 Live Build Session: Marcel builds a new skill and workflow from scratch, live — showing the full loop from raw idea to curated context to agent execution.

​🛠️ The Evaluation Loop: How to know if your agents are actually getting better. Testing, rubrics, feedback mechanisms — the system behind the system.

​Everyone who registers gets:

• ​Marcel's full context OS repo structure — the exact files, folders, and naming conventions he uses to run GrowthX

• ​Cursor rules and skills templates ready to deploy in your workspace

• ​Claude Code + Cowork configuration and workflow examples

• ​A step-by-step guide to building your first compound skill

• ​The full workshop replay + resources 🎁

​Everything Marcel is sharing comes from 200+ hours of building and iterating his own system — the same system he uses to run marketing, outreach, content, and operations at GrowthX. Ex-Deepgram, Scale AI, HashiCorp. This isn't theory. It's the live repo.

​4 hours. Virtual. Hands-on. Free. We'll send the full replay + context OS templates to everyone who registers — even if you can't make it live.