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AI Automation Society

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Clief Notes

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4 contributions to Clief Notes
๐Ÿ† WEEKLY COMP #8: THE WILDCARD ๐Ÿ†
๐ŸŽŸ๏ธ PRIZE: FREE SEAT IN THE LYCEUM ๐ŸŽŸ๏ธ Pick your cohort. Technical, Business, or Creator. Your call. ---- ๐Ÿ“‹ THE CHALLENGE You are the client this week. No fictional Marcus. No fictional Sarah. No fictional Devon. Pick a real problem in your own life or work. Build the folder-based specialist you wish you had. This is the capstone of Month 2. The challenge flips. Instead of building for someone else, you write your own brief and solve it for yourself. ---- ๐ŸŽฏ THE TWIST The hard part isn't building. The hard part is scoping. Picking the right problem is harder than solving the wrong one. Most people pick problems that are too small or too vague. The skill this week is treating yourself like a real client. Be specific about what's broken. Be specific about what you need. Don't pick "I want to be more productive." Pick "I waste two hours every Sunday night writing the same kind of LinkedIn carousel posts and I need a folder that handles 80% of the draft work so I can focus on the hook and the visuals." That's a real brief. Specific problem. Specific scope. Specific desired output. ---- ๐Ÿ—‚๏ธ TWO DELIVERABLES THIS WEEK This is the only week with two pieces: 1๏ธโƒฃ Your own client brief. 250 words or less. Describe the problem you're solving for yourself. Treat yourself like a real client. What's broken? What have you already tried? What do you need? 2๏ธโƒฃ The folder system that solves it. Same structure as every week: - ๐Ÿ“„ identity.md - ๐Ÿ“ rules.md - ๐Ÿ’ฌ examples.md - ๐Ÿ“š reference/ - ๐Ÿ“– README.md Your brief lives at the top of the repo as brief.md so judges can read it before they look at the folder. ---- ๐Ÿ”ฅ THE ANGLE THIS WEEK Anyone can follow a brief. Writing your own, then solving it, then shipping it as a usable folder is a portfolio piece that demonstrates judgment, not just execution. This is the skill that separates "AI hobbyist" from "AI builder." Anyone can prompt their way through a problem someone else handed them. Scoping a problem, designing the solution, and shipping it as a system is what real work looks like. ๐Ÿ’ช
2 likes โ€ข 3d
I built the Intake Controller โ€” a folder that turns raw, chaotic captures into structured, evidence-labeled, routed intake documents. I'm a delivery driver who built an AI operating system in my off-hours. The hardest part wasn't building โ€” it was the hour I wasted every evening re-reading yesterday's messy notes before I could start. This folder fixes that. https://github.com/hoodwanders/intake-controller sorry so last minute literally.
My first post
Iโ€™ve been in this group for 3 months now. I have definitely learned more in this time than I did in my entire life or at any point in my education, and thatโ€™s no exaggeration. Before I found this group, I knew nothing about AI; the whole hype train around it just put me off wanting to learn more. Too much โ€œoh, itโ€™s the worst thing everโ€ and too much โ€œoh, this is the greatest thing everโ€ โ€” so much whiplash from competing opinions is hard to get your head around. If youโ€™ve been in this group as long as I have, itโ€™s probably crystal clear that this is exactly where you want to be in this age of AI. The knowledge here outranks everything else, hands down. Trust me, Iโ€™ve been researching this non-stop, and I just wanted to share a summarised think piece from a recent chat I had with my system. It is AI-generated; Iโ€™m a delivery driver, not a writer ๐Ÿ˜… โ€” part of the beauty of AI, right. Draft post: Iโ€™ve been thinking about the difference between agents, skills, workflows, and systems. A lot of people are building โ€œAI operating systemsโ€ by making loads of fixed agents: Research agent. Marketing agent. Coding agent. Sales agent. Browser agent. That works to a point, but I think it can become the wrong frame. Because the agent is not the main thing. The real thing is the structure underneath it. An agent is just the worker shape for the task. A skill is not magic. It is not some special power the AI secretly understands. A skill is really a reusable packet of instructions, files, examples, rules, and checks that tells the agent how to do one type of work properly. A workflow is the chain that says what happens first, second, third, and what must pass before the job is done. A system is the bigger operating layer that decides: What is the mission? What context matters? Which skills are needed? Which worker shape should be created? Which files are the source of truth? What gets checked? What gets rejected? What loops again? What gets saved? Thatโ€™s the difference.
0 likes โ€ข 4d
Thank you for that I didn't even notice it added that name in I haven't locked it in yet but I do like it thanks for the feedback. As for the folder since I don't actually use it for work its more of an ongoing prototype ๐Ÿ˜… right now diving deep into local infrastructure adding local models and hosting so it's under construction right now.
1 like โ€ข 4d
@Mira Bradshaw My thinking behind agents being mutable inside the system is this: the main doctrine layer should hold the deeper context โ€” who you are, what you do, how you think, how you work, your standards, your brand voice, and your operating principles. So when the system goes through the planning phase, the agent responsible for that stage should already have enough context to understand the mission and then embed the right stance into the skills, tools, and workflows it chooses or creates. On top of that, if youโ€™re using knowledge systems, logs, or something like Hermes to track your regular interactions, decisions, and behaviours, the system can stay more aligned with your current mindset instead of being stuck on an old version of you. This is still theory for me because Iโ€™m actively building my system out, but your 4-question value test and timed evaluation gate really align with how Iโ€™m thinking. The system should be able to keep learning and growing, but the parts need to stay modular. Otherwise agents stop being useful worker-shapes and start becoming restrictions.
Congrats โ€” lurker to participant.
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 โ€” 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 โ€” you were loading context. Welcome to Level 2. A few of you just made the jump, and I want to call it out: โ€ข @Vamsi Acharya โ€ข @Stacey Lubowa โ€ข @Martin Brion โ€ข @Mark Benjamin โ€ข @Keith Langskov โ€ข @Patti Wilcox โ€ข @Novus Vella โ€ข @Tony Rhodes @Cain Gray If you're still lurking โ€” 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 โ€” 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? โ”€โ”€โ”€
Congrats โ€” lurker to participant.
3 likes โ€ข 12d
I admit I have also just been a lurker but I have definitely been absorbing the abundance of value not just from Jake but from everyone here. Honestly an incredible group. I am also ready for level 2 ๐Ÿง‘โ€๐ŸŽ“
2 likes โ€ข 12d
@David Vogel thank you for your insight. I plan to be a lot more active not just reading but engaging. I honestly was a bit lost in my direction wanting to enter this new field and being pulled in every direction but after knuckling down and learning I can see the path and with the help of this group I know I can see it through.
to /skill or not to /skill... thats the question.
hi there everyone ๐Ÿ˜Š a question: i am working on my ICM setup. comes with a certain amount of cleaning up. what are you doing with your /skills? since ICM is supposed to make your agents independent of a certain AI, I would think that my claude /skills are supposed to be history and what they are doing is now job of the ICM, so......? Edit: 5 minutes later ๐Ÿ˜€ the modern ICM /skill I S as close to the workspace as possible. true / false?
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3 likes โ€ข 15d
I may be wrong. Iโ€™m still quite new to AI and ICM, but my understanding is that all the agent apps (Claude Code/Codex/Antigravity/Hermes) add their own agent harness around the model, including things like their own memory, tool permissions, hooks, and routing layers. So your `skill.md` sometimes just gets read, but they donโ€™t actually use it, or they simply use it as context, and this can happen differently in all apps. It can be annoying trying to keep all skills up to date and in one place, but I found that if you add rules and instructions to your folder telling each agent to update their matching app-specific skill files when an update has been made to your main skill in your folder, or turn it into a skill and make them copy that skill to their folder, then invoke it, so they definitely do it.
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@pemmy-broke-1697
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Active 20h ago
Joined Mar 27, 2026
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