If you are still using Claude by pasting a prompt, copying the text, and manually tweaking it for social media, you are running a 2024 workflow in a 2026 world. It's time to stop treating AI like an on-demand copywriter and start treating it like an autonomous production house.

In this episode, we pull back the curtain on how to transform Claude Code from a standard terminal tool into a fully functional, multi-agent marketing agency. We track a real-world test case—a comprehensive Cherry Blossom campaign for a travel brand—where a single local directory was organized into 5 distinct agent personas running 12 specialized Claude Skills. From automated market research to live landing page generation, we break down the filesystem structure, the critical role of your CLAUDE.md master routing file, and how to control the entire system remotely from your phone or sync it directly to a Notion Kanban task board.

We’ll talk about:

The Agency Blueprint: Structuring your workspace into "System Folders" (SOPs, style guides) and "Working Folders" to prevent context pollution.
Skills vs. Agents: Why skills act as your repeatable company playbooks (like template-driven slide decks) while agents function as specialized team members.
The CLAUDE.md Traffic Controller: How to write rigid execution and routing rules so Claude never uses a heavyweight agent where a simple skill is enough.
The Cherry Blossom Case Study: A breakdown of how the Market Researcher, Campaign Strategist, and Content Creator built a cohesive campaign from a single high-level objective.
Connecting to the Real World: Integrating Claude Code with a Notion task board so your AI team can pick up, execute, and mark tasks as complete based on priority.
The /remote-control Workflow: How to securely trigger complex multi-file engineering and marketing workflows straight from your mobile browser while away from your desk.

Keywords: Claude Code, Anthropic, Claude Skills, Multi-Agent Systems, AI Marketing Agency, System Orchestration, CLAUDE.md, Project Folders, Notion Integration, Remote Control AI, Campaign Strategy, Vibe Coding, Content Stack.

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#12 Robin: From Chatbot to Agency - How to Build a Multi-Agent Marketing Team Directly Inside Claude Code

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#12 Robin: From Chatbot to Agency - How to Build a Multi-Agent Marketing Team Directly Inside Claude Code