On a built multi-agent AI systems in production. My architecture has evolved over the past several weeks. Claude will remain my “Second Brain” for long-form reasoning, documentation, knowledge management, and strategic planning. I don’t intend to replace that role. Where I’m looking for guidance is the frontier model layer that sits behind multiple autonomous Hermes agents. These agents will perform infrastructure management, security monitoring, research, reporting, trading support, and tool/API orchestration. Most interactions will be API-driven rather than conversational. The infrastructure is built around Apple Silicon (Mac Studio + Mac mini cluster), with local models handling inexpensive first-pass tasks. Only work that genuinely benefits from frontier-level reasoning would be escalated to a cloud model. My interested in real-world operational experience, cost optimization, and architectural decisions from teams or individuals running autonomous agent ecosystems. Appreciate in advance any insights, examples, or lessons learned.

We are just 21 days in since starting this journey in the community. But the vision has not changed. 202 members joined all with a similar vision. How can we use AI to grow as people, grow our businesses, and to provide value back into the economy. The focus of the community has always been us growing together, sharing ideas, and helping us learn new skills in this AI age. I will keep providing as much value as I can, adding more to the course material and resources pages. Bringing on new coaches to teach and show off validated openclaw use cases. But I also appreciate your feedback. If you have anything you would like to see in the future, please post under here. Do you want more workshops? Different types of workshops? What would you like to see in the course material? Just wanted to show my appreciation and say I'm so thankful for everyone here. You're in the right spot if you want to learn how to use AI. It's not too late. It's just the right time! UPDATE: many requests for a beginner's basic OpenCLaw class, like getting OpenCLaw installed, beginner basics, OpenCLaw principles. @Bret Jutras is going to be doing another class going forward in addition to what we have already. It's basically going to be the very basics of how to get OpenCLaw installed, what models to choose, and how to get it to work without breaking. Appreciate you all so much and have a blessed Easter weekend.