Hey y’all, I am just a single dad working in the tech field right now. On the side I am trying to build a company at first I was building custom software for like 2 people and at this point. I do not know how to talk to people very well, sell a thing or find the right idea to build. What do you all think? I work like 50+ hours on top of parenting Hahaha. I did use AI to reverse engineer the Microsoft Zune so I could use it on Linux. But for project and income I am lost, I am very into AI , just not sure how to turn it into actual profit.

Claude design is fully released. It burns up tokens but it works very well, and allows you to automate the folder design process that I've been showing you all. My video will go on to how not to use it as I think there's still some limits to what it can be done, but it's the step in the right direction. Again, I've been telling you about building systems that will be amplified by updates, not replaced. This is a perfect example. I'm going to go ahead and make a nice long form video out about this. What do you want out of the YouTube video? Comment below what use cases you want me to explore in the long-form (and eventually course addition of course !) For those of you that have been studying this the past few months, how does it feel to be ahead for once!?

Open sourced a memory management plugin for Claude Code (and Cowork) a little while back. @David Vogel asked for the architectural specifics, so I'm happy to oblige. Some interesting observations and findings in it, but I could really use a researcher's endorsement for publication on arxiv.org under CS.AI. Referrals are deeply appreciated. https://nominex.org/research/what-we-found-building-poor-mans-multi-agent-memory.html Full disclosure: while I said "multi-agent" the reality of it is that the orchestration layer predominantly runs as a single agent roleplaying different agents depending on the folder it's running in. This is the main lesson @Jake Van Clief means when he speaks of folders. Being the over-engineer that I am, sometimes I am tempted to run tasks with multiple agents running in the background. PMM makes it quite context-window efficient (so I don't burn as many tokens or run into message limits on Claude Code).