Update README.md

README.md

@@ -130,6 +130,16 @@ OTHER OPTIONS:
 
 - If the interface/program you are using to run AI MODELS supports "Quadratic Sampling" ("smoothing") just make the adjustment as noted.
 
+<B>Highest Quality Settings / Optimal Operation Guide / Parameters and Samplers</B>
+
+This a "Class 2" model:
+
+For all settings used for this model (including specifics for its "class"), including example generation(s) 
+and for advanced settings guide (which many times addresses any model issue(s)), including methods to 
+improve model performance for all use case(s) as well as chat, roleplay and other use case(s) please see:
+
+[ https://huggingface.co/DavidAU/Maximizing-Model-Performance-All-Quants-Types-And-Full-Precision-by-Samplers_Parameters ]
+
 <B>The FOUR Horsemen:</B>
 
 This repo will be followed by a "reg quant plus" repo, which added additional components into the GGUF (all levels) at floating point 32