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Clief Notes

46.2k members • Free

361 contributions to Clief Notes
From ranting to fixed in 48 hours, because of you all
Remember the post from just a couple of days ago (feels like eternity) where I caught my AI hoarding my whole company in a folder it could see and I couldn't? The one where I called it a filing cabinet that kept everything in its pockets? It's fixed. And it got fixed because of this skool community, so this is the well deserved follow-up. Quick recap for anyone who missed it: my AI had spent weeks quietly stashing skills, workflows, and 149 facts about my business in its own private home folder, outside my repo, where my team couldn't see it and a dead laptop would have erased it. I ranted. You showed up. The evidence is here: https://www.skool.com/cliefnotes/my-ai-has-been-hoarding-my-whole-company-in-a-folder-i-cant-see-and-it-knows ------------------------------------ What we actually built (three layers) ------------------------------------ 1. A router. A plain table that tells the AI, for every kind of task, exactly which folder the output goes in. It doesn't get to "decide" anymore. It reads the row. 2. A cleanup. We went through all 149 buried facts one at a time and moved the ones that belonged in the repo into the repo. 95 of them. The drawer went from 149 down to 52. Most of what was in there never belonged there in the first place. 3. A hook. This is the important one. It's a tiny script that runs before every single save, and if the AI tries to stash anything in that hidden folder, it blocks it cold. I sat there and watched it block my own AI in real time, trying to do the exact thing that started this whole mess. I have never been so happy to get told no. ------------------------------------ The giant thank you: @Mira Bradshaw ------------------------------------ @Mira, I need to make this loud. You showed me the path. A routing table and create-memory method ARE the backbone of everything I just described. I took what you shared, adapted it to my setup, and it worked. The cleanup does not happen without you. Thank you, genuinely. You saved me weeks, a real headache, and a couple of gray hairs I can't afford with the houseful I've got at home.
1 like • Jun 25
@Ruben Aguirre will do
1 like • 6d
@Leonard Dauksza it’s not one that I’ve posted publicly on here, because a bunch of work went into it. I’ll DM you to get some contact details and I’ll send you the topline version for your team.
The Clief Notes AI is live 📣
It’s live. Starting today, everyone in Clief Notes has access to the new Clief Notes AI. The easiest way to use it? Don’t overthink it. Ask it the question you would normally ask me. “Where should I start?” “What should I focus on next?” “Where did you talk about [topic]?” It’ll use what’s already inside Clief Notes to help answer you and point you toward the right lesson or resource when there’s something worth going deeper on. The goal isn’t to give you another AI tool to play with. It’s to make everything already inside this community easier to actually use. If you want Access to it Comment "READY" and we'll send you access to it!
0 likes • 7d
Ready
CoPilot
Yes. I’m being forced to the dark side. I’m looking to push all of our learnings we have here into the framework of what’s possible inside Enterprise security. My first step is to add this post to the community and see if you will drop wisdom, repos, and guidance in the comments. Thank you kindly.
0 likes • 9d
@Luis Aguilar so it’s GitHub copilot rather than Microsoft copilot? Because I’m having to use hacks for Microsoft in a work setting to get it to function. I am familiar with the architecture, I’m just really keen to see how to get it working safely in an entra architecture versus a personal, because I’m feeling challenges there.
0 likes • 9d
@Luis Aguilar not the comes-free-with entra chat, the prepaid sub M365 copilot. IT falls under my budget, but is with a partner we pay, so I am currently chasing them about what our admin config options are as well. So chat, in app (eg word, excel, OneNote etc.) is available, cowork isn’t currently enabled and again I have questions open with our IT partner about cowork specifically.
Could a folder based project replace a database?
Is there a scenario where a folder based project could outperform a database?
1 like • 12d
I mean, it depends. What are you trying to achieve? It’s all about the outcome - what data exactly, what scale, what it needs to be. It’s always about the right tool for the job. Kind of hard to answer without actually knowing the job.
1 like • 9d
@Matthew Mazur well then you have my answer to the general question - it depends on the use case. Sometimes a folder based project can outperform, other times you need a database. Using the right tool or tools for the job makes all the difference.
Something is coming 👀
Been heads down on something the past month plus. Not a lesson, nor a Tea round but more like the layer under all of it. Kept seeing the same thing in comments and onboarding calls: People not knowing where to even start or if something’s already been covered somewhere in here. We're working on fixing that. Not ready to put it in your hands yet.
5 likes • 9d
You’re inventing search? A time machine? Search and a time machine so you can go back in time and be Google? I’m so excited. My sense of humour may possibly obscure that.
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Mira Bradshaw
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@mira-bradshaw-7707
Data tech and product leader. Experience leading data science and data governance.

Active 6h ago
Joined Jul 27, 2026
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