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Clief Notes
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What we give away free beats most paid courses. 40+ lessons, growing.

372 contributions to Clief Notes
GROKBOT
Hi Guys id be really interested to see if anyone is using GROK as the orchestrator and how theyre directing it using the ICM method that Jakes teaching us about, im a novice user and just started my journey, Im trying to direct it to use my claude code subscription for the lessor or other agents, and reduce token usage, but Kelly (my chief of staff) which uses grokbot harness is my orchestrator, , any videos would be greatly appreciated or help. thanks in advance.
1 like • 2h
My lead developer on EdubaWare love using grok bot orginizng the work and process with ICM makes it so that grok or another ai can hop in as well Maybe Ill have him record a vidoe or write a scirpt for me to record
Are MD Files dead?
I just saw a YouTube video that discussed the death of MD Files, arguing that HTML files are the better way to go. Wanted to get the community ‘s thoughts on this and how it would impact ICM approach, if at all. Thanks
Are MD Files dead?
5 likes • 2d
You need both. HTML is to many extra tokens for instruction files, HTML is great for dashboards. JSON and MD will be fundamental for a while.
1 like • 6h
@Felipe Carlotto Ochial perfect ending statement
1st Workflow Created: Enterprise Communications Creator
What was created: My second week on this platform and I was able to create ICM workflow that produces draft communication emails about services and new IT producs the OCIO offers. Scope of Communication: The audience is over 12k. Tools: Claude Code and ICM framework, and pre approved communication templates, SharePoint folders. Outcome: Showed my boss the outcomes and he was impressed. All he had to do was input the trigger " Write Comm" and the workflow produced a 508 compliant assesable draft communication from the pre approved communicationtemplates. Next Tuesday speaking to my boss leadership about use cases! Thank you to this community!
3 likes • 4d
I'll be dropping some videos on scalling across teams and what not soon, important questions you'll want to answer in the presentation!
Website-Builder Workspace
So I finally got around to cleaning up my Website-Builder Workspace in Claude Code (With a lot of help from ICM-Architect V2 @Jake Van Clief). Afterwards I was able to completely revamp my wife's Wix website for a business she recently picked back up. She loves it, and apparently it was so good that others took notice and suggested working with me to help them design a website of their own. I neglected to take screenshots of the old site but the finished revamp is below. Let me know your thoughts and what I can do to improve my workspace's capabilities. https://www.celestialoils.store/
3 likes • 4d
Amazing work. Love the intro and love the design. Color choice and format is great too! Could be a nice way to earn some cash. Rediseing or building them for people. Remember build the service not just the product. Also if you want to deploy the workspace so other people can use it at scale and even have them onboard them selves (use it to design what they want or give you images then you continue building it with them in one space) you may want to try edubaware out. It's still in closed alpha but certain projects we are letting in
Having studied psychology finally makes sense in AI.
I realized that my background in Psychology is especially useful in understanding learning patterns in humans. So I thought: what if I apply it to AI? Unfortunately, AI does not perceive anything as a reward, but here are some interesting perspectives gained from my conversation with Claude on creating/improving a self-learning loop: - Encoding specificity. A lesson works best when it's loaded where the cue occurs. A global lessons file competes with everything else in context. The same rule placed in the CONTEXT.md for the task it governs gets applied far more consistently. - Implementation intentions. "When drafting outreach emails, cut the first paragraph" beats "I prefer directness." If-then phrasing gives me a trigger, not a vague value I have to interpret. - Contrastive examples. One short good/bad pair often transfers better than a paragraph of explanation. It shows where the line actually is. - Interference. As lessons accumulate, they start blurring and contradicting each other. Your proposals inbox needs a consolidation step: periodically merge, prune, and resolve conflicts, so you keep 10 sharp rules rather than 60 overlapping ones. - Salience. Rules buried in the middle of long files get underweighted. Put the few that really matter near the top.
3 likes • 4d
Have you read my paper on bias auditing and such with psychometrics ? I have a few you may enjoy. https://arxiv.org/abs/2510.11742 https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6108795
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Jake Van Clief
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@jake-van-clief-2217
I build and teach. 8 Years Marine Corps, Masters of Science, Farmer.

Active 31m ago
Joined Oct 11, 2023
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