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Owned by Don

358 contributions to Clief Notes
Case Study 📺: Putting ICM to work in a real automation manufacturer
I gave a talk at my company’s ten year expo this week and wanted to share the recording here. It's a high-level look at some of the ways we're putting AI to work in an automation manufacturer, and I got a lot of nice compliments from folks afterward. I walk through three levels, and each one gives the agent more context than the last. The first is a quote auditor that runs on a checklist. It reviews a 200-line vendor quote against our drawings and order summary and hands back the five lines that actually need my attention. The second is a panel generator that runs on an engineer's rulebook. It turns a pile of components and about a hundred layout rules into a draft electrical panel, taking a job that could eat days down to as little as 15 minutes. The third is a portfolio assistant that runs on the whole company. It sits in on every meeting through a transcription app we built ourselves, so nothing leaves the building, and it connects what it hears across all our projects. That being said, the theme I think everyone here can take away has nothing to do with automation. It's not about the tools you use or keeping up with the latest model. Out of the box, these models give you average output. What makes them valuable is your expertise, written down and handed to an agent. The same message you see me trying to explain in all of my content, highlighted with real examples. Take a look and let me know what you think!
1 like • 1d
@Stephan Vollmer I went and gave the public repo all the updates I did to my local version so now it should be a bit more functional!
0 likes • 9h
@Nikos Pasparakis that’s right! Doesn’t have to be complicated to be effective
Here’s a FREE Claude plugin to help you see where your context is going.
Playing around with new Claude mods functionality and this plugin I just made will let you dive deeper into where all your context is being used. Works in terminal or the desktop app and sits right above the text input box. https://github.com/donroy26/context-drilldown I always looked at the context menu and wondered exactly what tools or memory is being used in each session and now it’s part of the UI. Let me know what you think or if this gives you any other ideas what you’d like to see next!
Here’s a FREE Claude plugin to help you see where your context is going.
1 like • 16h
added some more improvements today to get more data
0 likes • 11h
@Carlos Cordova I had never seen this before but it looks like that’s specific to the terminal? Also not sure it lets you dig into specifics as much. I’m sure there’s a dozen ways to go about this now I just made this really quick and thought I’d share.
Going LIVE: 12 EST Talking about some ways my company is deploying AI today
My company is celebrating our 10 year anniversary with an expo today. I’ll be giving a talk at 12 EST about some of the ways we’re using AI to amplify our organization. Come check in throughout the day if you want to see some other talks about general manufacturing automation. Link to the live stream: https://www.youtube.com/live/1tWpUdh7Mx4?is=ViiYfEvVwlXCaoy8
Going LIVE: 12 EST Talking about some ways my company is deploying AI today
0 likes • 3d
Link to the presentation recording! https://www.skool.com/cliefnotes/video-how-im-implementing-ai-today-in-a-real-automation-manufacturer?p=15f23ac4
ICM Daily Puzzle Leaderboard 🧩
Post your results! My daily ICM puzzle game. Test your foundations knowledge by fixing a new broken workflow every day! http://donsbookshelf.com/icmadness/
1 like • Aug 27
ICMadness · day 39 school-district-annual-report · 3 stages · 1 nested 🟩 solved in 1 run · 12 moves · 0:51 rating 980/1000 (par 11) donsbookshelf.com/icmadness/
0 likes • 3d
@Marcos Accioly thanks Marcos!
📣 PSA: if you know someone struggling from shiny object syndrome, please send this
Hopefully all of us here are past this, but I still feel obligated to make a reminder when I start to see things like what I reacted to in this video. So many people are still on the vicious cycle of drifting to every new release out there and spending more time on the news cycle than curating their own context layers. Focus on yours and your own expertise. Not what specific tool you are using. Your journey will lead you to what you actually need along the way.
1 like • 3d
@David Vogel you can have all zero cents the video makes 😂
1-10 of 358
Don Roy
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@donald-roy-5589
Husband, father, mechanical engineer, gatherer of ideas and perspectives.

Active 9h ago
Joined Jun 24, 2026
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