Julian Goldie SEO: How to Orchestrate Multiple AI Agents

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Your multi-agent AI setup isn't breaking because of the models or the memory — it's because you built too much. Here's the simple, boring version that actually holds up: API keys vs. subscriptions, why stacking models jams everything, and how to run Claude, Hermes, and Anti-Gravity from one system without the whole thing falling over.



00:00 Intro – Why your multi-agent system keeps breaking

01:18 Mistake #1 – API keys vs. subscriptions

02:20 Mistake #2 – Stop stacking models

03:46 Mistake #3 – Auto-switching kills your agents

04:25 The Fix – One agent per lane

05:02 Memory – Shared + individual with Obsidian

06:14 Build It Step by Step – Start simple, scale up