Update README.md

README.md

@@ -198,4 +198,50 @@ DONE
 =================================================================
 ```
 
+# prototype 5.5 correct geodesic relational contextualization
+
+
+```
+=================================================================
+PHASE 3: GEOMETRIC VERIFICATION
+=================================================================
+  Passthrough:     1.000000 (target: 1.000)
+  Emb CV:          0.1635 (consensus: 0.1771)
+  Geo context CV:  0.1892
+  Geo eff_dim:     30.7 / 128
+  Expert cos:      0.725 ± 0.005
+  Anchor max cos:  0.668
+  Disagreement:
+    Cross-expert:  0.0776 ± 0.0023
+    Ratio:         0.008188 (target: 0.000000)
+    Norm spread:   0.0326
+
+=================================================================
+PHASE 4: CLASSIFIER STABILITY TEST
+=================================================================
+
+  Mode                    Dim   Train     Val     Gap
+  --------------------------------------------------
+  raw_768                1536   0.498   0.357   0.141
+  raw+diff               3072   0.567   0.475   0.092
+  bank_enriched          1792   0.766   0.532   0.235
+  bank+diff              3584   0.722   0.670   0.052
+  geo_explicit              6   0.326   0.363  -0.037
+
+=================================================================
+SUMMARY
+=================================================================
+  Consensus CV:     0.1771
+  Consensus eff_dim:109.5
+  Student v_cos:    0.686
+  Student v_cv:     0.182
+  Bank params:      2,921,088
+  Bank geo_eff_dim: 30.7
+  Bank geo_cv:      0.1892
+
+=================================================================
+DONE
+=================================================================
+```
+