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![cluckthesystem Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::4613661095.png) Roo [@cluckthesystem](/creator/twitter/cluckthesystem) on x 7488 followers
Created: 2025-07-21 18:44:18 UTC

Look, more confirmation/affirmation I used nothing but the right stuff to build that model.

I hate to be the barer of bad news for anyone who wanted me to fail.

But the chances it is not accurate are.... extremely.... extremely.... almost non-existently low. 

Is there more to do? Hell yes.
Especially in any form of application.
Does it have some things wrong... or more likely incomplete in concept framing.
Sure... probably one or two.

But XX% of that shit is foundational and correct.
Or I wouldn't be able to stare down all these leaks from these areas and know *exactly* what they are talking about in function and practice. 

And why it works.


XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947367042991931421/c:line.svg)

**Related Topics**
[roo](/topic/roo)

[Post Link](https://x.com/cluckthesystem/status/1947367042991931421)