Update README.md

README.md

@@ -17,6 +17,14 @@ Errors to address in the next;
 
 There's many challenges ahead to reach the interpolation endpoint but it's definitely an adaptive journey.
 
+This is stage 1 of multiple stages to make the recreatable pragmatic outcomes needed in order to build the proofs required to recreate the Beatrix interpolation model - into useful utiliizations outside of diffusion.
+
+This process adapts multiple similar methods as what I used to create the Beatrix model, but it's not 1:1 by any stretch of the measure.
+
+I will be slowly releasing parts of Beatrix in training diagrams and stage the methodologies about how she works, so the interested experts will be capable of rationalizing why this model does what it does.
+
+Because I really don't know why Beatrix works the way she does, and I'm not going to just release something like that until I understand WHY it skips and hops past entropy.
+
 
 ```
 def main():