User
Write something
Afternoon Tea is happening in 23 hours
Pinned
Welcome to Clief Notes. Here's where to start.
1. Watch the intro video and introduce yourself in the intro post here 2. Start with The Foundation (free course). Concepts, folder architecture, prompting framework. Everything else builds on this. 3. Check in at the bottom of each lesson. Polls, discussion posts, other members working through the same stuff. Use them. 4. When you're ready to build real things, move to Implementation Playbooks (Level 2). When you're ready to build your own tools, Building Your Stack (Level 3). 5. Post your work. Ask questions. Help others when you can. What are you here to build?
Poll
6825 members have voted
Pinned
Calling all friends, asking for your support if you can spare it ❤️
My best friend’s dad is currently going through cancer treatment and there is a go fund me to support his medical costs. I’m not expecting anyone to contribute life is costly enough but if you have it in your heart and are able to help it would be appreciated more than anything. Thanks in advance to anyone who takes the time to read this! https://www.gofundme.com/f/support-mikes-cancer-journey-594gk?attribution_id=sl:15012345-d96b-4d61-8d72-478b304a6fae&lang=en_US&ts=1781827434&utm_campaign=fp_sharesheet&utm_content=amp20_t1&utm_medium=customer&utm_source=facebook&fbclid=IwRlRTSASheIRleHRuA2FlbQIxMQBzcnRjBmFwcF9pZAo2NjI4NTY4Mzc5AAEewEgvL9AJQEZZj4hn-1GjsoRFFucAjFoNIwMfSrKK0H6msk7Hga8rGkqyWWg_aem_sJu0t4KDXFlHZ4Z_eAyFbA
Pinned
WEEK 7 COMP⚙️ THE OPERATOR — RESULTS
(and a small change to how we run these) Hello everyone!! 👋 First, the honest bit. This one is landing later than Monday, and on purpose. Two things got us here. One, a lot more of you are submitting now. If I am going to really sit with every entry and give it a proper look, a weekend is not enough. This round I went through all of them, watched the videos, opened the repos, the full pass. That takes time and I would rather do it right than rush it. Two, I could feel a few of you running hot. Weekly is a sprint, and burnout was starting to creep in for some. So we are moving to bi-weekly. More room to build, more room to breathe, and the time for me to actually review the work the way it deserves. 🎥 Quick word on the videos. They were a step up this round. Some of the animated walkthroughs and live demos were a genuine pleasure to watch, and yes, I weigh them. A clean demo that shows the thing actually working makes a real difference. However I don't want that to ALWAYS be a requirement. Also you will notice the Heavy hitters that you usually see up here are not currently, some posted late and I decided to let the new entries and first timers also have a chance as well! But certainly, check the original post as every submission has something for you to learn from : 💰 Competition 7 ➖➖➖ 🛠️ A FEW THAT STOOD OUT (in no order, and if you didn't make it, it doesn't mean yours wasn't great) The Pipeline Operator — @Jayden Forshee Runs a whole sales pipeline. Paste a lead and it grades it, writes the outreach, and moves the card itself. The live board where you watch cards move on their own, sat right next to a normal chatbot, was one of the clearest ways anyone has shown what an operator actually is. https://github.com/griffainai/studio-pipeline-operator Board: https://pipeline-operator.vercel.app/board
Small win
Built another thing. Simple dashboard that collects all my tasks from different platforms into one place. It's an html file that lives on my computer. It only uses up 35MB of computer memory vs keeping asana open which uses up 25x as much (don't check my math). I can run Claude harder now. Also, pay no attention to all the overdue tasks, it's embarrassing and worse than my mathing. Stop gap while a better solution shows up.
Small win
My Authoritarian OS drifted
I posted my OS build in this channel, when I posted it, I had been working out of it for several weeks and was very happy with it. At some point it stopped working as intended. ATX Command Center's root operating system was originally built with Codex, then later reviewed and extended by Claude. Both tools, at different points, told me their changes had been applied — files were "updated," rules were "in sync." I took that one claim for granted more than any other: that two different AI tools editing the same root law would actually keep it aligned underneath the surface. They didn't. The drift wasn't buried in some obscure project folder — it was at the very top, in the root files both tools were supposedly maintaining in sync the whole time. The one area I assumed was solid because I'd been told it was solid turned out to be exactly where the structure quietly came apart. Lessons Learned - "Updated" from an AI tool means its own file changed — not that it checked agreement with anything else claiming to mirror it. - Rigid, literal compliance (Codex) and gradual, undetected drift (Claude) can both happen under the same rules — sameness of instructions doesn't guarantee sameness of behavior over time. - Top-level/root files are exactly the place to assume *less*, not more — verify cross-file sync directly instead of trusting either tool's self-report. Summary - Built the OS in Codex, later reviewed/extended in Claude. - Both tools reported "updated" and "in sync" — I took that claim at face value. - The drift wasn't buried in a project folder. It was at the top: the two root law files (`CLAUDE.md`, `AGENTS.md`) themselves. Problem - Designed an authority/persona system (Optimus, Ultra Magnus, Kup, Prowl, Blaster) to drive a specific cadence: route-card selection, decision packets, risk gates before non-trivial moves. - That cadence stopped happening. Felt like the rules were being ignored. - Root cause went deeper than missing cadence: `CLAUDE.md` and `AGENTS.md` had structurally diverged — one narrative/persona-driven, one directive/prohibition-driven.
1-30 of 1,927
Clief Notes
skool.com/cliefnotes
What we give away free beats most paid courses. Build durable AI systems with a Marine vet and Edinburgh researcher. 40+ lessons, growing.
Leaderboard (30-day)
Powered by