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patient_files/windy-pair-it-en.json

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+{
+  "model_id": "windy-pair-it-en",
+  "phase": 1,
+  "source_languages": "it",
+  "source_language_names": "Italian",
+  "target_languages": "en",
+  "target_language_names": "English",
+  "direction": "Italian \u2192 English",
+  "source_repo": "Helsinki-NLP/opus-mt-it-en",
+  "architecture": "MarianMT (Seq2Seq Transformer)",
+  "license": "CC-BY-4.0",
+  "overall_status": "RATED",
+  "quality_rating": {
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+    "label": "Gold Standard",
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+    "audit_method": "herm0_7dim_star_rating",
+    "variants_tested": 3
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+      "status": "CERTIFIED",
+      "gpu_certified": true,
+      "cert_date": "2026-03-21T21:59:50.326820+00:00",
+      "cert_score": "10/10",
+      "stars": 5.0,
+      "quality_label": "Premium",
+      "test_language": "it",
+      "size_bytes": 345657131,
+      "hf_repo": "WindyLabs/windy-pair-it-en"
+    },
+    "ct2_int8": {
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+      "status": "RATED",
+      "gpu_certified": false,
+      "cert_date": "2026-03-22T03:22:30.889504+00:00",
+      "cert_score": "0/10",
+      "stars": 0.5,
+      "quality_label": "Experimental",
+      "test_language": "it",
+      "size_bytes": 256916765,
+      "hf_repo": "WindyLabs/windy-pair-it-en-ct2"
+    },
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+      "status": "CERTIFIED",
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+      "cert_date": "2026-03-21T21:59:54.807344+00:00",
+      "cert_score": "10/10",
+      "stars": 5.0,
+      "quality_label": "Premium",
+      "test_language": "it",
+      "size_bytes": 345657131,
+      "hf_repo": "WindyLabs/windy-pair-it-en-lora"
+    },
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+      "size_bytes": 341520748,
+      "created": "2026-03-26T11:04:51.605280+00:00",
+      "doctor": "Herm Zero (Dr. B)"
+    }
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+    "machine": "Veron-1 (RTX 5090, Mount Pleasant SC)",
+    "build_date": "2026-03-21T05:31:58.392716+00:00",
+    "pipeline": "Windy Pro Assembly Line Phase 1"
+  },
+  "notes": "",
+  "generated": "2026-03-22T05:31:47.011098+00:00",
+  "sweep2": {
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+    "lora_score": 10,
+    "lora_certified": true
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+  "herm0_star_audit": {
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+    "auditor": "herm0",
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+    "quality_label": "Gold Standard",
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+      "cross_variant": 100.0
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+    "device": "cuda",
+    "variant_statuses": {
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+      "lora": "ok",
+      "ct2": "ok"
+    },
+    "errors": []
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+  "quality_rating_sweep2": {
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+    "label": "Experimental",
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+    "best_variant_score": 0,
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+  "medical_history": [
+    {
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+      "doctor": "Herm Zero (Dr. B)",
+      "doctor_id": "H0",
+      "machine": "Veron-1 (RTX 5090, Mount Pleasant SC)",
+      "procedure": "CT2 safetensors re-export (fixed pickle INT8 loader incompatibility)",
+      "details": {
+        "method": "Load base model, save_pretrained to ct2/, replacing broken pickle INT8"
+      }
+    },
+    {
+      "date": "2026-03-24T17:41:23.844075+00:00",
+      "doctor": "Herm Zero (Dr. B)",
+      "doctor_id": "H0",
+      "machine": "Veron-1 (RTX 5090, Mount Pleasant SC)",
+      "procedure": "CT2 directory updated with herm0 improved weights",
+      "details": {
+        "ct2_updated": true,
+        "method": "safetensors copy from herm0/ to ct2/"
+      }
+    },
+    {
+      "date": "2026-03-26T11:04:51.605280+00:00",
+      "doctor": "Herm Zero (Dr. B)",
+      "doctor_id": "H0",
+      "machine": "Veron-1 (RTX 5090, Mount Pleasant SC)",
+      "procedure": "OPUS-100 Deep Fine-tune: Score 81.6 -> 94.0 (+12.4)",
+      "details": {
+        "data_source": "OPUS-100",
+        "training_samples": 50000,
+        "base_stars": 4.0,
+        "result_stars": 4.5
+      }
+    }
+  ],
+  "opus_improvement": {
+    "date": "2026-03-26T11:04:51.605280+00:00",
+    "doctor": "Herm Zero (Dr. B)",
+    "doctor_id": "H0",
+    "result": "IMPROVED",
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+    "score_improvement": 12.4,
+    "training_samples": 50000,
+    "data_source": "OPUS-100 / Tatoeba / WikiMatrix",
+    "method": "Deep fine-tune (full weight update, lr=1e-5, 1 epoch)",
+    "weights_location": "herm0/model.safetensors",
+    "training_info": {
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+      "lr": 1e-05,
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+      "eval_samples": 2500,
+      "train_runtime_seconds": 95.7525
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+      "accuracy": 60,
+      "consistency": 76.4,
+      "length_fidelity": 100.0,
+      "char_handling": 100.0,
+      "cross_variant": 50.0
+    },
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+      "consistency": 100.0,
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+      "cross_variant": 50.0
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+  },
+  "last_updated_by": "Herm Zero (H0) - Grand Rounds Stress Test",
+  "grand_rounds": {
+    "test_date": "2026-03-29T04:48:06+00:00",
+    "test_run": "grand_rounds_20260329_044806",
+    "test_suite": "6-test stress suite",
+    "tests": [
+      "bloodwork",
+      "crossmatch",
+      "vitals",
+      "stress_fracture",
+      "consistency",
+      "scripture"
+    ],
+    "test_duration": "4.9 hours",
+    "device": "NVIDIA GeForce RTX 5090",
+    "variants": {
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+        "languages": [
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+          "en"
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+        "tests_completed": [
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+          "crossmatch",
+          "vitals",
+          "stress_fracture",
+          "consistency"
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+        "languages": [
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+          "vitals",
+          "stress_fracture",
+          "consistency"
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+      "herm0-ct2": {
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+        "languages": [
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+        "tests_completed": [
+          "bloodwork",
+          "crossmatch",
+          "vitals",
+          "stress_fracture",
+          "consistency"
+        ],
+        "tests_skipped": [
+          "scripture"
+        ]
+      }
+    }
+  }
+}