Update README.md

README.md

@@ -2,10 +2,156 @@
 license: apache-2.0
 ---
 
-prototype 1; full anchor bank, minimal anchors, positive outcome from mini distilled expert student
+# prototype 1; 
+full anchor bank, minimal anchors, positive outcome from mini distilled expert student
 
-prototype 2; full anchor bank, 512 anchors, reduced training overfit, increased validation on distilled expert student
+bert-base aligned.
 
-prototype 3; full anchor bank, 512 anchors, full procrustes whitening, dynamic ortho, full geometric statistics, even more improved accuracy
+Positive enough to continue refinement.
 
-prototype 4; full anchor bank, 512 anchors, full procrestes whitening, dynamic ortho, improved and robust relative geometric statistics, even more improved accuracy
+```
+=================================================================
+PHASE 3: GEOMETRIC VERIFICATION
+=================================================================
+  Passthrough integrity: 1.000000 (should be ~1.000)
+  Geo context CV: 0.1651
+  Geo context eff_dim: 21.5
+  Geo context shape: torch.Size([2000, 64])
+
+=================================================================
+PHASE 4: CLASSIFIER STABILITY TEST
+=================================================================
+  with_bank      : train_acc=0.481  val_acc=0.390  gap=0.091
+  without_bank   : train_acc=0.443  val_acc=0.330  gap=0.113
+
+=================================================================
+DONE
+=================================================================
+
+  Student: mini_student.pt
+  Bank: alignment_bank.pt
+  Consensus CV: 0.1316
+  Student v_cos: 0.612
+```
+
+# prototype 2; 
+full anchor bank self aligned, 512 anchors, reduced training overfit, increased validation on distilled expert student
+
+bert-base aligned.
+
+```
+=================================================================
+PHASE 3: GEOMETRIC VERIFICATION
+=================================================================
+  Passthrough:     1.000000 (target: 1.000)
+  Emb CV:          0.1592 (consensus: 0.1316)
+  Geo context CV:  0.1790
+  Geo eff_dim:     33.7 / 128
+  Expert cos:      0.794 ± 0.052
+  Anchor max cos:  0.656
+  Cross-expert:    0.032
+
+=================================================================
+PHASE 4: CLASSIFIER STABILITY TEST
+=================================================================
+  with_bank      : train=0.782  val=0.505  gap=0.277
+  without_bank   : train=0.512  val=0.372  gap=0.140
+
+=================================================================
+SUMMARY
+=================================================================
+  Consensus CV:     0.1316
+  Consensus eff_dim:223.7
+  Student v_cos:    0.612
+  Student v_cv:     0.169
+  Bank params:      2,918,784
+  Bank geo_eff_dim: 33.7
+  Bank geo_cv:      0.1790
+
+=================================================================
+DONE
+=================================================================
+```
+
+# prototype 3; 
+full anchor bank, 512 anchors, full procrustes whitening, dynamic ortho, full geometric statistics, even more improved accuracy
+
+dynamic alignment, additional utility potential present from dynamic capacity than directly aligning to an expert.
+
+```
+=================================================================
+PHASE 3: GEOMETRIC VERIFICATION
+=================================================================
+  Passthrough:     1.000000 (target: 1.000)
+  Emb CV:          0.1592 (consensus: 0.1316)
+  Geo context CV:  0.1817
+  Geo eff_dim:     33.5 / 128
+  Expert cos:      0.800 ± 0.004
+  Anchor max cos:  0.656
+  Cross-expert:    -0.107
+
+=================================================================
+PHASE 4: CLASSIFIER STABILITY TEST
+=================================================================
+  with_bank      : train=0.773  val=0.513  gap=0.260
+  without_bank   : train=0.512  val=0.372  gap=0.140
+
+=================================================================
+SUMMARY
+=================================================================
+  Consensus CV:     0.1316
+  Consensus eff_dim:223.7
+  Student v_cos:    0.612
+  Student v_cv:     0.169
+  Bank params:      2,920,320
+  Bank geo_eff_dim: 33.5
+  Bank geo_cv:      0.1817
+
+=================================================================
+DONE
+=================================================================
+```
+
+# prototype 4; 
+full anchor bank, 512 anchors, full procrestes whitening, dynamic ortho, improved and robust relative geometric statistics, even more improved accuracy
+
+with full dynamic alignment the system is now cross-expert positive with a dynamic series of ratios for loss and alignment
+
+stability still present, additional complexity can be included.
+
+```
+=================================================================
+PHASE 3: GEOMETRIC VERIFICATION
+=================================================================
+  Passthrough:     1.000000 (target: 1.000)
+  Emb CV:          0.1557 (consensus: 0.1316)
+  Geo context CV:  0.1872
+  Geo eff_dim:     33.2 / 128
+  Expert cos:      0.784 �� 0.005
+  Anchor max cos:  0.655
+  Disagreement:
+    Cross-expert:  0.0463 ± 0.0154
+    Ratio:         0.001912 (target: 0.000000)
+    Norm spread:   0.1279
+
+=================================================================
+PHASE 4: CLASSIFIER STABILITY TEST
+=================================================================
+  with_bank      : train=0.775  val=0.508  gap=0.266
+  without_bank   : train=0.513  val=0.392  gap=0.122
+
+=================================================================
+SUMMARY
+=================================================================
+  Consensus CV:     0.1316
+  Consensus eff_dim:223.7
+  Student v_cos:    0.612
+  Student v_cv:     0.169
+  Bank params:      2,921,088
+  Bank geo_eff_dim: 33.2
+  Bank geo_cv:      0.1872
+
+=================================================================
+DONE
+=================================================================
+```