AI News Today | Julian Goldie Podcast
Build Your Own Agent Operating System (Free 7-Layer Blueprint + Infinite Context Memory)The speaker presents a step-by-step blueprint for building a personal “agent operating system” that centralizes multiple AI agents into one local dashboard with searchable, previewable history and persistent memory. After spending 100+ hours and nine failed attempts duct-taping tools together, they outline five key mistakes to avoid: treating AI as a tool instead of a system, paying for subscriptions before using free options, relying on weak in-app memory, building brittle n8n automations, and letting outputs disappear into random folders. The solution uses a seven-layer architecture—foundation, memory (Omi + Obsidian), brain (routed models), agents (e.g., Hermes, OpenClaw, Claude Code), command center (Next.js Mission Control), production surfaces (studio/SEO/goals/workspaces), and a loop that writes outputs back into memory—so agents can work autonomously and improve over time.00:00 [https://www.youtube.com/watch?v=bsYbA9ZyYtI] Why Agents Need OS00:56 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=56s] Dashboard Tour02:13 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=133s] Seven Layer Stack03:08 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=188s] Why I Built This05:36 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=336s] Nine Failed Attempts06:18 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=378s] Mistake One Tools07:12 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=432s] Mistake Two Free Stack09:21 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=561s] Mistake Three Memory11:14 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=674s] Mistake Four Skip n8n13:31 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=811s] Mistake Five Organize Outputs15:35 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=935s] Old Way vs New17:26 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=1046s] Blueprint Seven Layers18:03 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=1083s] Seven Layer Blueprint19:15 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=1155s] Hardware And Memory20:14 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=1214s] Models And Agents22:08 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=1328s] Mission Control Dashboard22:53 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=1373s] Production Workflows24:37 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=1477s] Feedback Loop Layer25:23 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=1523s] Build Journey And Proof26:52 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=1612s] Limiting Beliefs Debunked28:09 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=1689s] Live Q And A29:56 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=1796s] Final Recap And Offer31:05 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=1865s] Community Coaching Support32:34 [https://www.youtube.com/watch?v=bsYbA9ZyYtI&t=1954s] Closing Thoughts
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