What We Learned Building an AI That Remembers I spent an evening this week untangling a problem that sounds small and turned out to matter a great deal. We were building memory into the AI system that runs our agency, and I kept getting it wrong in the same way. The fix taught me something that reaches well beyond software, so it felt worth sharing. Here is the heart of it. When you ask something to remember, you are really asking for two different things, and they want opposite treatment. The first we call the learning log. It holds what you have decided and how you work right now. It is alive. You update it when something changes and you take things out when they are resolved. It is meant to be tidied, because its whole job is to reflect the present. The second we call the activity log. It holds what actually happened, and when. A piece of work delivered. A sign-off given. A decision made on a Tuesday. You only ever add to it, and you never rewrite it. Its value comes from staying untouched, because that is what makes it trustworthy later. So one is constantly revised and one is never revised. That single difference is the whole story. Why keeping them apart matters: The mistake we kept making was pouring both into one place. Do that and neither job gets done. If the daily record floods into the "how we work now" file, that file stops being a clear picture of the present. You end up wading through a diary to find the one rule you actually need. And if you keep your evolving decisions inside the daily record, you can never tidy them, because the record is supposed to stay frozen. Two honest jobs, pulling in opposite directions, sharing one drawer. The part that surprised us The harder question was not where to keep things. It was what is even worth writing down. Our first instinct was to log everything, every small step the system took. That turned out to be noise. The rule that actually worked was simple: only record what a person would genuinely mention in a monthly review. Something delivered. A decision reached. A problem raised or cleared. Everything else, the busywork in between, does not earn a permanent line. A memory that records too much is almost as useless as one that records nothing, because you can no longer find the moments that mattered.

👋For the last 2 months, I've been heads-down exploring ai image & video generation as my new personal project. I was shock by the capabilities of current ai image/video space. But every ai creators face a common pain point.. this sh*t is hard. Haha. Thats why all youre seeing are ai slops. Then about 1 month ago, I sent the kids to my relative for few weeks and lock myself in a room and went nerd out to build a tool that lets me take an idea and turn it into a profession cinematic video. I recorded it working on a real project and wanted to share what it actually does — and why I'm pouring everything into it. The idea in a nutshell: Instead of guessing what makes a video great, my tool studies one: → I give it an original video as a study case (here's the one I used: [youtube]) → It analyzes that video and pulls out its DNA — the small details in every component that make it work: the shots, the pacing, the sound, the transitions, the feel. → Then it reverse-engineers that DNA into something completely new and my own — and carries it all the way through, even into the editing, mostly automatically. The Unfolded short film bellow received the same DNA treatment, as you will see, the context is similar ..however, it produced a very unique animation perspective using origami. Every user who analyzes a film makes the library richer for the next one. That's a network effect — the rare thing that actually compounds. GitHub for film DNA: fork a look, make it yours, push it back. I have tried to use it to branch off ideas from Game of Thrones series. It is very complex to keep track of all the different kingdoms, characters, props, and story development. But i think i got it figured out. Theres no one size fit all approach for different type of contents. Horror dna cant get mix up with cartoon 😂. But this is the closest thing to a “reusable” end to end video generation. Correct me if im wrong but there isnt a product out there that can solve this yet. This is a foundation to a full content creation pipeline - you re using a proven video as a reference for your own video. Once you figured out your winning format, automate it to create video daily/weekly is the easy part.

That's the leap most people never take. Roughly 90% of our members are still on the other side: scrolling, saving, getting value, never saying a word. Not a knock. Just the math. Lurking isn't failure. It's the default. But you showed up. And that shift compounds fast. The classroom teaches you the tools. The community teaches you how to think with them. When you participate, you get compression — months of grinding folded into a thread someone else already broke so you don't have to. Less friction. Faster outcomes. Personal growth and business growth in the same lane. You don't need a hot take. You need a real question. Give before you extract. Your lurker era wasn't wasted — you were loading context. Welcome to Level 2. A few of you just made the jump, and I want to call it out: • @Vamsi Acharya • @Stacey Lubowa • @Martin Brion • @Mark Benjamin • @Keith Langskov • @Patti Wilcox • @Novus Vella • @Tony Rhodes @Cain Gray If you're still lurking — go check out what they're posting. Real builds. Real questions. No fluff. That's the energy we want in here. And if I missed you — my bad. Drop your name below. We'll get you in the next round. The reward for showing up isn't points. It's speed. You stop duct-taping alone. You stop renting confusion. Your stack starts to click because other people's scars are now in your context. What finally made you break the ice? ───

We just broke 40k Members, in less then 4 months... To say I am honored and blown away is an understatement. I feel like yesterday @Matthew Creamer quit his job to sleep on my floor and bust out 15 hour days to build out content, structure and anything else I thought you all would need to make this community worth it. But at the end of the day there is only one thing for me to say. THANKYOU None of this, and I mean NONE of this would be remotely worth it if it wasn't for you all. To list and tag everyone that have contributed so much valuable not just to this community but to me would be nearly impossible. Thank you to every single one of you. Thank you for commenting and helping out on posts Thank you for sharing the wins you have gotten both at home and professionally. Thank you for believing in me and what I am building septically those of you who have been around since the beginning (you know who you are). I cannot tell you how happy my heart is to get in front of you all and teach, talk, ask questions and even learn a lot myself. It is a dream come true to become someone that people can learn from; to share my thoughts and have those very thoughts change the way people live their lives and do their work. It's only the beginning too, I can't wait to see what the rest of the year has in store, and I promise to keep building, working and recording for you all. From the very very very bottom of my heart.....Thankyou! Thankyou to every single one of you reading this and for being part of such an amazing community.

Glad you made it in. Before you go anywhere else, work through the steps below. They will get you set up and ready to start. ✅ Introduce yourself in the comments. Tell us what you do and why you are here. ✅ Watch the Getting Started overview 📚Navigating The Course - Getting Started · Clief Notes ✅ Start with the Foundation course 0.1: Where All Of This Leads - The Foundation · Clief Notes ✅ Fill out your profile so people know who you are ✅ Join the next competition ⭐ Competitions Mega Thread - Getting Started · Clief Notes ⭐ On Competitions (and why I love them) We host a competition every two weeks. These are some of the most powerful places to learn and build here. Also Cash prices (often over $200) for the winners. Learning how to do something is one part of it. The real learning starts when you put it to work. That is what the competitions and the build sessions are for. On top of this they act as a portfolio a place to not just show us but show others (clients, bosses, your best friend) what you have been building and that you really CAN build. In order to win a competition you must be a paying member (It takes me hours to review submissions sometimes days. But if you win ONCE you can pay for a whole year of membership so I think that's only fair!) Watch the videos, then go make something.