Update README.md

README.md

@@ -10,7 +10,7 @@ The newest vit_zana_nano train has shown a very clean curve. runs/vit_zana_nano/
 
 This clean curve means the process is stable enough to introduce a larger set of depth and blocks without destroying the internals; simultaneously enforcing the 5 loss formulas specifically curated for the pentachora math.
 
-I've begun training a much deeper zana dubbed vit_zana_shaper. This model has 32 layers deep with MLP ratio of 1 and 2 attention heads, resting at about 3.5 million params or so.
+I've begun training a much deeper zana dubbed vit_zana_shaper. This model has 32 blocks deep with MLP ratio of 1 and 2 attention heads, resting at about 3.5 million params or so.
 
 Lets see how she fares.