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@@ -18,7 +18,9 @@ I will be spending a piece of time making sure the configuration is lined up and
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  This will enable addition and removal of formula and noise complexity with additional controllers for simplification. This one got a bit bloated so lets see what's really needed and what's not shall we?
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- Cantor Steps are currently free-floating based on the math and the system definitely showed some interesting elemental response to it, but they definitely need to be fixated so I'll be running some smaller tests today for solidity. Be aware if you see this repo going wild that it might have some useful stuff it might have flat stuff.
 
 
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  ## 🎯 Model Overview
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  This will enable addition and removal of formula and noise complexity with additional controllers for simplification. This one got a bit bloated so lets see what's really needed and what's not shall we?
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+ Cantor Steps are currently free-floating based on the math and the system definitely showed some interesting elemental response to it, but they definitely need to be fixated and hyper-focused on the positioning offset so I'll be running some smaller tests today for solidity. Be aware if you see this repo going wild that it might have some useful stuff it might have flat stuff.
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+ The step improvements will likely include the BeatrixStaircase which is considerably more robust for learning features and far more advanced with better caching support and further math optimizations passing more meaning to torch.
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  ## 🎯 Model Overview
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