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10 contributions to Clief Notes
🏁 Foundations 2.7 Check-In
This one traces AI auditing instruments back to places most people don't expect. Vote below, then tell us in the comments: what surprised you most about where these tools came from?
Poll
637 members have voted
0 likes • May 16
This is crazy good. Probably made up (kidding...?) but it makes for good videos
🏁 Foundations 2.5 Check-In
This one breaks down orchestration. Vote below, then pick one AI tool you actually use and tell us in the comments: can you identify which part is the model and which part is the routing layer around it?
Poll
770 members have voted
0 likes • May 16
Not sure yet. I downloaded OpenClaw but abandoned it shortly thereafter. Then Hermes (then Anthropic limits the next day). Now I'm just working on a website builder and trying it this weekend.
🏁 Foundations 2.4 Check-In
You just learned the book, movie, video game framework. Vote below, then tell us in the comments: name one thing in your work that you now realize is on the wrong layer.
Poll
795 members have voted
0 likes • May 16
okay, really starting to like and get into this
🏁 Foundations 2.3 Check-In
This one reframes what prompting actually is. Vote below, then fill in the blank in the comments: Before this, I thought prompting was ___. Now I think it is ___.
Poll
840 members have voted
0 likes • May 16
Great messaging and breakdown
🏁 Foundations 2.2 Check-In
You just saw what happens between one line of Python and the hardware. Vote below, then tell us in the comments: what is one thing you assumed about how code works that this video shifted?
Poll
940 members have voted
0 likes • May 16
cool stuff
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Stephen Mac
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@stephen-mac-1624
12+ years marketing | 4+ years AI | Helping people, businesses & brands build something awesome

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Joined May 16, 2026
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