Jake Van Clieff’s ICM lesson and YouTube videos sent me down a rabbit hole—in a good way. Instead of starting with a clean folder structure and then plugging AI into it, I realized I already had years of valuable thinking, decisions, architecture, corrections, and project history trapped inside ChatGPT conversations. So I flipped the process. I’ve been working with ChatGPT to reverse-engineer those chats into source-controlled migration records, separate my decisions from AI-generated suggestions, preserve provenance and unresolved issues, verify the files with hashes, and then migrate that knowledge into an ICM-style folder system. So my path has basically been: Chats → extract → verify → organize → externalize → build the context system rather than: Folders → context → AI We’ve now successfully migrated a substantial amount of my work this way. One lesson plus Jake’s YouTube videos completely changed how I was thinking about AI context. What started as “I should organize my files better” turned into “I need to get my intellectual history out of the chat interface and into an external system that I actually control.” Big nod to Jake for triggering that realization. I’m still learning the methodology, but it has already changed the architecture of how I’m working with AI.

I have a passion project that I am working toward: Neuroadaptive learning environment support by AI in Higher Learning so that Universities are inclusive by design and not by accommodation. Patent pending. I will need a senior engineer to collaborate with. I'm not sure how to go about vetting them.

I have a client in Australia who's looking for someone who understands ICM and can help him work on his software. Obviously he would prefer someone a bit more technical, but he's happy to have some people who are trying to learn as well. It's a pretty large software, but he's created a pretty good automated system and obviously he's using my methods so it's very well organized. Anyone out here looking for a project to take on the practice or learn more? Or is there anyone in the morning to get a little bit more work done at a higher level? He's looking for multiple skill levels.

Saw one of the software engineers on the agent team post this today. Thought it was nice to see them finally seeing the light

Hey y'all, not a sympathy post. This isn't me saying I'm taking time off for anything. In fact it's the opposite. My grandma passed away last week and I was cleaning out her apartment with my mother and talking to my aunt (both of them it was their mother). I can tell they're struggling. It's why I work so hard honestly on the software community on everything else. Almost none of the money goes to me. I give it to my family, my wife my friends. It's what makes me happy. I'm building a company specifically so my family doesn't have to struggle. Been helping out where I can but obviously been focusing a lot on the business. My uncle also has cancer and so my aunt has been taking care of him and also at the same time dealing with a death of her mother . Best way I can contribute has been through cash and some love here are there. With that though means I don't always have the time to do what I need to do. So honestly, I'm asking for your help if you're willing to donate to my aunt's GoFundMe on top of the help that I'm giving. I've just donated a bit and would love other people to help out. To me, if I work hard I can make sure that my whole family is taken care of. But in the small ways I can help where I can I will do my best too And that goes with asking for help from others. So if you all could help me out help them out. That would be amazing https://gofund.me/45b6655ba