Update: 1,651 SFT pairs, 2,576 corpus records (ORC+OAC+CL), Qwopus judge

README.md

@@ -51,13 +51,22 @@ OhioCustodyBERT is one of **4 models** in a multi-agent legal council architectu
 | Ohio Supreme Court | 199 | Shearer, Felton, In re Murray, In re Bonfield |
 | US Supreme Court | 121 | Santosky v. Kramer, Stanley v. Illinois, Troxel v. Granville |
 
-### SFT Training Data (audited March 11, 2026)
+### SFT Training Data (audited March 12, 2026)
 | Dataset | Records | Status |
 |---|---|---|
 | v19 curated pairs | 916 train / 76 valid | ✅ Audited (77% clean) |
 | Opinion-generated pairs (glm-5:cloud) | 480 (469/469 opinions) | ✅ Complete (96.6% clean) |
 | Phase 2 strategy pairs | 177 | ✅ Ready |
-| **Packaged total** | **1,525 train / 124 valid** | **1,629 unique pairs** |
+| OFR report pairs (glm-5:cloud) | 115 (117 reports) | ✅ Complete |
+| **Packaged total** | **1,536 train / 115 valid** | **1,651 unique pairs** |
+
+### Cloud-Scraped Corpus (March 12, 2026)
+| Source | Records | Size |
+|---|---|---|
+| Ohio Revised Code (19 chapters) | 1,034 sections | 3.0 MB |
+| Ohio Administrative Code (19 divisions) | 1,283 rules | 7.3 MB |
+| CourtListener opinions (OH App, SC, SCOTUS) | 259 opinions | 14 MB |
+| **Total corpus** | **2,576 records** | **24.3 MB** |
 
 ### Reference Materials
 - **941 records (4.0 MB)**: Black's Law Dictionary (591), OH Task Force on Family Law, Custody Evaluator Toolkit, GAL Task Force, Parenting Time Guide