Update README.md

README.md

@@ -2,10 +2,29 @@
 license: apache-2.0
 ---
 
-Experiment 1:
+# Experiment 1:
+
 Total collapse. The three models did not conform and the patchwork did not learn. The objectives are not correct.
 
 One anchor was defaulted to, none of the others utilized. The memory bank solves this problem through queue assessment with the INFONCE hub processing,
 but this model is a different form of anchoring that did not work.
 
-THE ENTIRE MODEL became the anchor, instead of the anchorpoints within the model. I'm thinking there wasn't enough scattering, so I'll try some additional tweaks.
+THE ENTIRE MODEL became the anchor, instead of the anchorpoints within the model. I'm thinking there wasn't enough scattering, so I'll try some additional tweaks.
+
+## Post
+```
+Active anchors: 1/256 (0.4%)
+Every single image → anchor 65
+Anchor entropy: 0.0000
+Anchors within cos>0.5 per image: 1.0
+Nearest anchor dist: 0.016 — next nearest: 0.665
+
+Effective dim: 23.6/128
+Top-20 SVs explain 99.2%
+Self-sim off-diag: 0.969
+
+Expert uniqueness: 0.0008–0.0011
+```
+There is only one active anchor, which is essentially CLS. The uniqueness collapsed. The distance is fine, the entropy is dead.
+
+Shortcut bypass, additional nonlinearity must be made.