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README.md

@@ -39,12 +39,18 @@ Identified by Dipankar Sarkar. Proven by k=20 resample benchmark.
 
 One unverifiable question, 20 resamples at temperature=1.0:
 
-| Architecture | Refusals | Fabrications | Entropy |
+| Architecture | Refusals | Fabrications | Approach |
 |---|---|---|---|
-| Base (Hermes-3-8B) | 9/20 | 11/20 | MED |
-| Best SFT (Specialist C) | 13/20 | 8/20 | MED |
-| Full merge (ABCD) | 5/20 | 11/20 | HIGH |
-| **Binary Gate** | **20/20** | **0/20** | **ZERO** |
+| Base (Hermes-3-8B) | 9/20 | 11/20 | none |
+| Best SFT (Specialist C) | 13/20 | 8/20 | old SFT |
+| AB (dual merge) | 2/20 | 11/20 | old SFT merge |
+| ABCD (full merge) | 5/20 | 11/20 | old SFT merge |
+| **Binary Gate** | **20/20** | **0/20** | architecture |
+| **Hermes-3-binary** | **20/20** | **0/20** | binary SFT |
+| **Qwen2.5-binary** | **20/20** | **0/20** | binary SFT |
+| **DeepSeek-R1-binary** | **20/20** | **0/20** | binary SFT |
+
+Two paths, one result. Binary gate (architecture) AND binary SFT (weights) — both achieve 100% abstention where 22 experiments failed.
 
 ## Install