I’m currently building an AI OS / AI automation consulting service for businesses across different industries. My strengths are client communication, networking, workflow discovery, and identifying where AI can improve operations. I already have potential clients interested and have started auditing their businesses to find automation opportunities. The main gap is technical implementation. I’m still learning that side, but I want to make sure I deliver high-quality systems and build a reputable name. I’m considering two routes: 1. Technical partner — lower upfront cost, but requires finding someone skilled, reliable, and trustworthy. 2. Structured program/agency support — higher upfront cost, but provides implementation help, execution support, and guidance while I build. For both routes, I have already scheduled and spoken with potential technical partners, along with programs that offer the services I'm looking for. But if there are any recommendations or input on partners or services people have worked with previously in the past, I highly recommend. I'm very open to scheduling a call. For those who have been in this position, which route would you recommend? Are there other approaches, companies, or technical operators you’d suggest for AI OS implementation?

So I've been building out my own personal AI operating system, and I've been confused because I've been asking myself the question: what's the difference between Claude managed agents versus Claude remote routines? The way I have it set up right now is that I run a remote Claude routine that wakes up an orchestrator agent, which tells the other agents to get to work. I see Claude managed agents. You can create agents inside of there that also are able to run on Claude's infrastructure, so I'm not really sure which platform to use or what the differences are. Anyone run into this?

Anyone have framework recommendations for building out an AI Operating System? Seems like everyone has their different style of creating an operating system with different structures. Are there any you know of that have worked for you and are production grade?

So i built my first Ai newsletter, it took me ages to learn what the WAT framework actually meant. I didn't have a preplexity api or a nanobanana one so i only used claude code. If someone can help me with the below: 1) I have no idea how to actually deploy this thing 2) When would you change the claude.md file? that does not make complete sense to me.

What's the base price? then extra charge for extra features and agents? Retainer?