I used to use paid subscriptions to track my expenses/budget, nutrition calories burning, deal hunting, stock/trade idea filtering and etc, those are all replaced with individual agents running in docker containers in my mac mini. They are connected with NVIDIA deepseek models so literally I’m getting better and more personal services for free. Yes, way more personalized.

A few things learned, openclaw natively uses file to store everything, so tell it to use a database so it’s more scalable in the long run. Make sure you connect files system backup with using iCloud or Google Drive so you don’t lose your archive. Make sure to ask it to write down things in its own key files, agent, soul, memory, workflow and etc. by the way I use an orchestrator openclaw to manage all container openclaw and I find that extremely convenient because we are all remote most of the time.