Update README.md

README.md

@@ -13,7 +13,7 @@ tags:
 library_name: diffusers
 pipeline_tag: text-to-image
 ---
-# Update; The Geometric Blotter
+# Update; The Geometric Blotter 1/27/2026
 sd15-flow-sol is going to be representing a new purpose as per established by tinyflux-lailah structure's internal expert alignment system.
 
 Simply put; this model is an expert. This is not the same sort of expert as expected by direct training, but instead it's an expert that represents preserved geometric
@@ -51,10 +51,12 @@ They are arbitrary, however the losses bias this behavior to ensure they don't o
 
 David taught a very specific subset of utility that is present in sd15-flow-lune as well; but flow-lune's fidelity and detail produces INACCURATE representations of that information at higher timesteps.
 
-Meaning, this is is our tool. The first distilled geometric structure that I will be making a very important article and paper based on this topic to ensure everyone interested understands the
-mathematics of what made the concept work, the faults ipn the experiment that produces the behavior, and the happy bush that turned out to be one of the most important accidental finds of my list.
+Meaning, this is is our tool. The first distilled geometric structure. I will be making a very important article and paper based on this topic to ENSUIRE everyone interested understands the
+mathematics of what made the concept work, the faults ipn the experiment that produces the behavior, WHY I THINK this happened, and the happy bush that turned out to be one of the most important accidental finds of my list.
 
 
+# older, oct 2025, november 25, etc
+
 # flow lune is ready for toying with
 https://huggingface.co/AbstractPhil/sd15-flow-lune