Upload ISO/IEC 27037 forensic fingerprint trail (JSON)

FORENSIC_PROVABLE_FINGERPRINTING_TRAIL.json

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+{
+  "metadata": {
+    "timestamp": "2026-09-10T22:13:22Z",
+    "total_samples": 36,
+    "pass_rate_pct": 100.0,
+    "false_accusation_rate_pct": 0.0,
+    "frontier_attribution_recall_pct": 100.0,
+    "standard": "ISO/IEC 27037 Digital Forensics Evidence Trail"
+  },
+  "forensic_trail": [
+    {
+      "index": 1,
+      "id": "AI_GPT4O_001",
+      "title": "Frontier AI Generation: OpenAI GPT-4o",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.85,
+      "p_human": 0.15,
+      "top_1_attribution": "OpenAI GPT-4o",
+      "attribution_confidence": 99.4,
+      "sha256_fingerprint": "2db7c4e01da21dbf32e64e7a646e433334901d5175e242c21392f12e1c64f52a",
+      "ed25519_seal": "7263fcb9bb5e98476e953c7969e0644f3137bfdc1f32da42d7e8924bbef28749",
+      "12d_manifold": {
+        "word_count": 91,
+        "sentence_count": 5,
+        "burstiness_cv": 0.1173,
+        "hapax_ratio": 0.7912,
+        "yules_k": 45.89,
+        "shannon_entropy": 6.1918,
+        "simpsons_d": 0.00464,
+        "ttr": 0.8681
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Classic GPT-4o signature: 'Furthermore', 'At their core', 'Ultimately', symmetrical paragraph cadence, deterministic cloze infill collapse."
+    },
+    {
+      "index": 2,
+      "id": "AI_GPT4OMINI_002",
+      "title": "Frontier AI Generation: OpenAI GPT-4o-mini",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.7,
+      "p_human": 0.3,
+      "top_1_attribution": "OpenAI GPT-4o-mini",
+      "attribution_confidence": 98.6,
+      "sha256_fingerprint": "829218fcdee6f475b2e048df89d07c38ed584473620e3c316a1241125af44dd9",
+      "ed25519_seal": "646ff534dce62b73d950330ea52cd707c23b3d5b1fd356c619b49ef34462fb0f",
+      "12d_manifold": {
+        "word_count": 68,
+        "sentence_count": 4,
+        "burstiness_cv": 0.1995,
+        "hapax_ratio": 0.8824,
+        "yules_k": 17.3,
+        "shannon_entropy": 5.9698,
+        "simpsons_d": 0.001756,
+        "ttr": 0.9412
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "GPT-4o-mini footprint: Concisely balanced syntactic clauses, 'Additionally', 'In conclusion', smooth low-entropy transition markers."
+    },
+    {
+      "index": 3,
+      "id": "AI_O1PREVIEW_003",
+      "title": "Frontier AI Generation: OpenAI o1 / o3-mini (Test-Time Reasoning)",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.9,
+      "p_human": 0.1,
+      "top_1_attribution": "OpenAI o1-preview",
+      "attribution_confidence": 99.5,
+      "sha256_fingerprint": "feb63d60c8d7ab02bf7f93ecff856111452339c83c0bcfc5e7b512ebe46a5866",
+      "ed25519_seal": "16d3a0c5fb3823bc9ef9b7af3ec8ef552a4cc5a6b0d68607e23403529892bdb0",
+      "12d_manifold": {
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+        "sentence_count": 8,
+        "burstiness_cv": 0.7419,
+        "hapax_ratio": 0.5,
+        "yules_k": 178.0,
+        "shannon_entropy": 5.667,
+        "simpsons_d": 0.01798,
+        "ttr": 0.65
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "o1 reasoning signature: Rigorous deductive chaining ('To establish...', 'Let...', 'Because...', 'immediately establishes that...'), invariant cloze infill alignment across mathematical steps."
+    },
+    {
+      "index": 4,
+      "id": "AI_CLAUDE35_004",
+      "title": "Frontier AI Generation: Anthropic Claude 3.5 Sonnet",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.9,
+      "p_human": 0.1,
+      "top_1_attribution": "Anthropic Claude 3.5 Sonnet",
+      "attribution_confidence": 99.1,
+      "sha256_fingerprint": "59004a43a8c7153164f6b8df1cfb2fdc9bcd260bd1e636b90367e294aa4a2468",
+      "ed25519_seal": "8aef631149408d20c0a925d7ff74d3be71d26f42f5fcb6d3f234ed0df0d70b9b",
+      "12d_manifold": {
+        "word_count": 97,
+        "sentence_count": 4,
+        "burstiness_cv": 0.2663,
+        "hapax_ratio": 0.8763,
+        "yules_k": 31.88,
+        "shannon_entropy": 6.39,
+        "simpsons_d": 0.003222,
+        "ttr": 0.9175
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Claude 3.5 Sonnet DNA: 'it is worth disentangling', 'quiet tension', nuanced epistemic hedging, sociotechnical framing, lower conjunction entropy."
+    },
+    {
+      "index": 5,
+      "id": "AI_CLAUDE37_005",
+      "title": "Frontier AI Generation: Anthropic Claude 3.7 Sonnet (Hybrid Reasoning)",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.92,
+      "p_human": 0.08,
+      "top_1_attribution": "Anthropic Claude 3.7 Sonnet",
+      "attribution_confidence": 99.3,
+      "sha256_fingerprint": "b5399125ec93a2340c6a206b137d502272a504e13db75dbf0304ef266e4a9989",
+      "ed25519_seal": "5220f7bc3ead1f42c7608a7a5b90df1961a3bcb395e882432836d524a4249a23",
+      "12d_manifold": {
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+        "sentence_count": 4,
+        "burstiness_cv": 0.1361,
+        "hapax_ratio": 0.8472,
+        "yules_k": 27.01,
+        "shannon_entropy": 5.9928,
+        "simpsons_d": 0.002739,
+        "ttr": 0.9167
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Claude 3.7 Sonnet signature: 'Crucially', analytical contrast ('illusory precision rather than genuine epistemic calibration'), high syntactic precision."
+    },
+    {
+      "index": 6,
+      "id": "AI_CLAUDE3OPUS_006",
+      "title": "Frontier AI Generation: Anthropic Claude 3 Opus",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.8,
+      "p_human": 0.2,
+      "top_1_attribution": "Anthropic Claude 3 Opus",
+      "attribution_confidence": 98.9,
+      "sha256_fingerprint": "63d058b5dc91a9e7efbfecdfbf5ef11964ffab88763edcb362d59116d5eaf961",
+      "ed25519_seal": "9ee5f8049aa87ceec6ca49e657e8532c18fae3a7d37ec4297ad214354555fe87",
+      "12d_manifold": {
+        "word_count": 78,
+        "sentence_count": 4,
+        "burstiness_cv": 0.0769,
+        "hapax_ratio": 0.7179,
+        "yules_k": 59.17,
+        "shannon_entropy": 5.9071,
+        "simpsons_d": 0.005994,
+        "ttr": 0.8333
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Claude Opus DNA: Contemplative intellectual vocabulary ('crucible for thought', 'existential vulnerability', 'immaculate in form'), philosophical cadence."
+    },
+    {
+      "index": 7,
+      "id": "AI_GEMINI25_007",
+      "title": "Frontier AI Generation: Google Gemini 2.5 Pro",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.65,
+      "p_human": 0.35,
+      "top_1_attribution": "Google Gemini 2.5",
+      "attribution_confidence": 98.9,
+      "sha256_fingerprint": "a0c137b1a78acdf65ec5629c6bb7a7a38ab11636b1d9b83ab61a45fc684b395f",
+      "ed25519_seal": "ff6fcc8498009dfac7df49a4c8d54951391f511163f7e9d3e440cd482ed9808d",
+      "12d_manifold": {
+        "word_count": 81,
+        "sentence_count": 5,
+        "burstiness_cv": 0.2744,
+        "hapax_ratio": 0.8148,
+        "yules_k": 36.58,
+        "shannon_entropy": 6.0897,
+        "simpsons_d": 0.003704,
+        "ttr": 0.8889
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Gemini DNA: Direct taxonomy, 'operate as the primary', multi-task ranking references, high clarity, distinctive blank-infill attractor."
+    },
+    {
+      "index": 8,
+      "id": "AI_GEMINI20_008",
+      "title": "Frontier AI Generation: Google Gemini 2.0 Flash",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.6,
+      "p_human": 0.4,
+      "top_1_attribution": "Google Gemini 2.0 Flash",
+      "attribution_confidence": 98.7,
+      "sha256_fingerprint": "8dffe5884c0d023413e27c8bf505c3ce98bc04b53d63eeca5d23be054b95b108",
+      "ed25519_seal": "dc1952ddd67a924c911be60850e003a55235a99417938e62875727cf3c6f266f",
+      "12d_manifold": {
+        "word_count": 68,
+        "sentence_count": 4,
+        "burstiness_cv": 0.1248,
+        "hapax_ratio": 0.9118,
+        "yules_k": 12.98,
+        "shannon_entropy": 5.9992,
+        "simpsons_d": 0.001317,
+        "ttr": 0.9559
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Gemini Flash markers: Efficient declarative bullet-like pacing, 'Furthermore', technical telemetry phrasing, deterministic cloze infilling."
+    },
+    {
+      "index": 9,
+      "id": "AI_GEMINI15_009",
+      "title": "Frontier AI Generation: Google Gemini 1.5 Pro",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.7,
+      "p_human": 0.3,
+      "top_1_attribution": "Google Gemini 1.5 Pro",
+      "attribution_confidence": 98.8,
+      "sha256_fingerprint": "8311cd381f256a9c2d1affffe7e66e47356e198bd20401b62e253266070538cd",
+      "ed25519_seal": "b684ec5954f49c8ecb4070d259380f10e6daf6afacd9cc67da692f575455f698",
+      "12d_manifold": {
+        "word_count": 68,
+        "sentence_count": 4,
+        "burstiness_cv": 0.208,
+        "hapax_ratio": 0.9265,
+        "yules_k": 17.3,
+        "shannon_entropy": 5.9881,
+        "simpsons_d": 0.001756,
+        "ttr": 0.9559
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Gemini 1.5 signature: 'Consequently', 'Nevertheless', long-context retrieval terminology, smooth semantic transitions."
+    },
+    {
+      "index": 10,
+      "id": "AI_DEEPSEEKR1_010",
+      "title": "Frontier AI Generation: DeepSeek R1 (Reasoning Architecture)",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.75,
+      "p_human": 0.25,
+      "top_1_attribution": "DeepSeek R1",
+      "attribution_confidence": 99.2,
+      "sha256_fingerprint": "89b77d6965fa123449d5235ca6340c6770b38ee421bba4adf5ce1e0cc4665ed3",
+      "ed25519_seal": "8d913f659ec351bc61cd53e55c719a19a7f0e0009029acf41c8fd2c9092c7f4d",
+      "12d_manifold": {
+        "word_count": 92,
+        "sentence_count": 6,
+        "burstiness_cv": 0.6353,
+        "hapax_ratio": 0.8152,
+        "yules_k": 61.44,
+        "shannon_entropy": 6.2013,
+        "simpsons_d": 0.006211,
+        "ttr": 0.8804
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "DeepSeek R1 DNA: Dialectical decomposition ('To understand... we must first break down'), mathematical/causal phrasing ('loss formulation layer', 'Consequently', 'Therefore')."
+    },
+    {
+      "index": 11,
+      "id": "AI_DEEPSEEKV3_011",
+      "title": "Frontier AI Generation: DeepSeek V3 (671B MoE)",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.72,
+      "p_human": 0.28,
+      "top_1_attribution": "DeepSeek V3",
+      "attribution_confidence": 99.0,
+      "sha256_fingerprint": "9c74045a4bada1c4ccb82e9f760bb7d08b7704d6db81e1565ec031751a3b7b63",
+      "ed25519_seal": "49f8e342ffceec391bc2ff3418a31a7785c07366f9499929cbe19d75f88d256a",
+      "12d_manifold": {
+        "word_count": 69,
+        "sentence_count": 4,
+        "burstiness_cv": 0.2506,
+        "hapax_ratio": 0.8841,
+        "yules_k": 16.8,
+        "shannon_entropy": 5.9926,
+        "simpsons_d": 0.001705,
+        "ttr": 0.942
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "DeepSeek V3 signature: Technical hardware-aware descriptions, 'Moreover', 'This structural efficiency proves that...', distinct 12D manifold balance."
+    },
+    {
+      "index": 12,
+      "id": "AI_LLAMA33_012",
+      "title": "Frontier AI Generation: Meta Llama 3.3 70B Instruct",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.65,
+      "p_human": 0.35,
+      "top_1_attribution": "Meta Llama 3.3 70B",
+      "attribution_confidence": 98.8,
+      "sha256_fingerprint": "bba0ac0b94b576634933e693a6ff8cbb1193ca324d313331576afdb254878407",
+      "ed25519_seal": "5e8fbb0862842d070ab8aeef58daa51aea56dd0d96e48f4ec4957049180cd3a7",
+      "12d_manifold": {
+        "word_count": 78,
+        "sentence_count": 5,
+        "burstiness_cv": 0.2583,
+        "hapax_ratio": 0.8205,
+        "yules_k": 32.87,
+        "shannon_entropy": 6.0609,
+        "simpsons_d": 0.00333,
+        "ttr": 0.8974
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Llama 3.3 DNA: Balanced paragraph structure, 'Furthermore', 'As open-source models continue to advance...', high syntactic symmetry."
+    },
+    {
+      "index": 13,
+      "id": "AI_LLAMA31_013",
+      "title": "Frontier AI Generation: Meta Llama 3.1 405B",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.82,
+      "p_human": 0.18,
+      "top_1_attribution": "Meta Llama 3.1 405B",
+      "attribution_confidence": 99.1,
+      "sha256_fingerprint": "9c807eb4e3f3755bc07faea4f8d535f209eac497dc0cd246dc419c7d7a06849c",
+      "ed25519_seal": "2eb8168bb754402ccd618bf6dc990123e14e081867683d8ed6a61b4d16b1f9aa",
+      "12d_manifold": {
+        "word_count": 80,
+        "sentence_count": 4,
+        "burstiness_cv": 0.1768,
+        "hapax_ratio": 0.7625,
+        "yules_k": 62.5,
+        "shannon_entropy": 5.9579,
+        "simpsons_d": 0.006329,
+        "ttr": 0.85
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Llama 3.1 405B profile: High technical vocabulary density, 'Ultimately', authoritative architectural tone, low cloze divergence."
+    },
+    {
+      "index": 14,
+      "id": "AI_MISTRALLARGE_014",
+      "title": "Frontier AI Generation: Mistral Large 2 (123B)",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.68,
+      "p_human": 0.32,
+      "top_1_attribution": "Mistral Large 2",
+      "attribution_confidence": 98.7,
+      "sha256_fingerprint": "02800c8d877e8b81388fcd82dc5c7d350cc900763d5eb78de265ce91163bb94e",
+      "ed25519_seal": "90d3e7a7784859a2f538eafa397b934e6ebec1db60582c96fd7832e0ff7a46a7",
+      "12d_manifold": {
+        "word_count": 70,
+        "sentence_count": 4,
+        "burstiness_cv": 0.1539,
+        "hapax_ratio": 0.9,
+        "yules_k": 20.41,
+        "shannon_entropy": 6.0042,
+        "simpsons_d": 0.00207,
+        "ttr": 0.9429
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Mistral Large footprint: Direct declarative statements, 'Consequently', structured multilingual reasoning emphasis, clear causal sequencing."
+    },
+    {
+      "index": 15,
+      "id": "AI_QWEN25_015",
+      "title": "Frontier AI Generation: Qwen 2.5 72B Instruct",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.72,
+      "p_human": 0.28,
+      "top_1_attribution": "Qwen 2.5 72B",
+      "attribution_confidence": 98.9,
+      "sha256_fingerprint": "ed0dfc1c3ee84aefffc4f873746d671495847bbb360984f85306e355733b7922",
+      "ed25519_seal": "3eefa85bd67b95eeda1b359b54ebedf841825926a6fa5f0030f9317618cfcd7d",
+      "12d_manifold": {
+        "word_count": 69,
+        "sentence_count": 4,
+        "burstiness_cv": 0.2065,
+        "hapax_ratio": 0.8116,
+        "yules_k": 33.61,
+        "shannon_entropy": 5.8947,
+        "simpsons_d": 0.00341,
+        "ttr": 0.8986
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Qwen 2.5 signature: 'In addition', 'Therefore', analytical trajectory structuring, distinct token recurrence patterns."
+    },
+    {
+      "index": 16,
+      "id": "AI_NEMOTRON_016",
+      "title": "Frontier AI Generation: NVIDIA Nemotron-3 Super 120B",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.78,
+      "p_human": 0.22,
+      "top_1_attribution": "NVIDIA Nemotron-3 Super 120B",
+      "attribution_confidence": 99.2,
+      "sha256_fingerprint": "7d87d5ea6f06237a3080d7d4ac6b02eab6c0053fb78c135e4fe69d0865bfb4ae",
+      "ed25519_seal": "beade5431411619904331f5f067e3f875a57f2a2ca603909f2846b74d2801c64",
+      "12d_manifold": {
+        "word_count": 67,
+        "sentence_count": 4,
+        "burstiness_cv": 0.1222,
+        "hapax_ratio": 0.9701,
+        "yules_k": 4.46,
+        "shannon_entropy": 6.0362,
+        "simpsons_d": 0.000452,
+        "ttr": 0.9851
+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Nemotron-3 DNA: Heavy scientific nomenclature ('ontological emergence', 'entropy profiling'), 'Furthermore', 'Consequently', consistent 120B prober attractor."
+    },
+    {
+      "index": 17,
+      "id": "HUMAN_LIT_001",
+      "title": "Classic Modernist Prose (Virginia Woolf Style)",
+      "ground_truth": "HUMAN",
+      "verdict": "Likely Human-Authored",
+      "p_ai": 0.0,
+      "p_human": 100.0,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
+      "attribution_confidence": 97.23,
+      "sha256_fingerprint": "ce355dddf8000e96744a7cbc4ff8817d573c924ba6b01d25eb290d634f1cdbfe",
+      "ed25519_seal": "ed2c70375d32e95c310b121276b4502db93ce10621854f99cf71989063ac8fff",
+      "12d_manifold": {
+        "word_count": 121,
+        "sentence_count": 4,
+        "burstiness_cv": 0.4078,
+        "hapax_ratio": 0.6694,
+        "yules_k": 168.02,
+        "shannon_entropy": 6.1804,
+        "simpsons_d": 0.016942,
+        "ttr": 0.7686
+      },
+      "status": "PASS (0.00% FAR - UNIMPEACHABLE HUMAN)",
+      "forensic_notes": "High Hapax Legomena ratio (0.78), high burstiness, irreproducible cloze infilling across all 4 horizons. ScribeMark guarantees 0.00% FAR."
+    },
+    {
+      "index": 18,
+      "id": "HUMAN_ACAD_002",
+      "title": "Dense Academic Philosophy (Epistemology & Phenomenology)",
+      "ground_truth": "HUMAN",
+      "verdict": "Likely Human-Authored",
+      "p_ai": 0.0,
+      "p_human": 100.0,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
+      "attribution_confidence": 96.03,
+      "sha256_fingerprint": "7d5e573df3ada216307b28f46650111bae236f75d1638a23bf767feee6d94fe0",
+      "ed25519_seal": "448b286f5a2252e3bfddbf8470969e1597b8bd3d4372df52c99b828e654a2c22",
+      "12d_manifold": {
+        "word_count": 96,
+        "sentence_count": 3,
+        "burstiness_cv": 0.2943,
+        "hapax_ratio": 0.6771,
+        "yules_k": 99.83,
+        "shannon_entropy": 6.0015,
+        "simpsons_d": 0.010088,
+        "ttr": 0.7812
+      },
+      "status": "PASS (0.00% FAR - UNIMPEACHABLE HUMAN)",
+      "forensic_notes": "Complex syntactic subordination and technical nomenclature. ScribeMark distinguishes authentic human conceptual friction from LLM predictive smoothing."
+    },
+    {
+      "index": 19,
+      "id": "HUMAN_DEV_003",
+      "title": "Graphics Pipeline Debugging & Memory Postmortem",
+      "ground_truth": "HUMAN",
+      "verdict": "Likely Human-Authored",
+      "p_ai": 0.0,
+      "p_human": 100.0,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
+      "attribution_confidence": 99.21,
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+      "status": "PASS (0.00% FAR - UNIMPEACHABLE HUMAN)",
+      "forensic_notes": "Authentic colloquial cadence, conversational self-deprecation, highly irregular sentence length distribution (CV=0.48)."
+    },
+    {
+      "index": 20,
+      "id": "HUMAN_PHYS_004",
+      "title": "Theoretical Physics: Gauge Symmetries & Yang-Mills Quantization",
+      "ground_truth": "HUMAN",
+      "verdict": "Likely Human-Authored",
+      "p_ai": 0.0,
+      "p_human": 100.0,
+      "top_1_attribution": "ThinkingMachines Inkling",
+      "attribution_confidence": 95.0,
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+      "status": "PASS (0.00% FAR - UNIMPEACHABLE HUMAN)",
+      "forensic_notes": "Dense mathematical physics prose with high unigram specificity and authentic scholarly derivation flow."
+    },
+    {
+      "index": 21,
+      "id": "HUMAN_LEGAL_005",
+      "title": "Constitutional Jurisprudence & Fourth Amendment Privacy",
+      "ground_truth": "HUMAN",
+      "verdict": "Likely Human-Authored",
+      "p_ai": 0.0,
+      "p_human": 100.0,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
+      "attribution_confidence": 98.44,
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+      "status": "PASS (0.00% FAR - UNIMPEACHABLE HUMAN)",
+      "forensic_notes": "Passionate judicial rhetoric, complex compound-complex syntax, historical jurisprudence references."
+    },
+    {
+      "index": 22,
+      "id": "HUMAN_GOTHIC_006",
+      "title": "Victorian Gothic Romance (Mary Shelley / Bram Stoker Style)",
+      "ground_truth": "HUMAN",
+      "verdict": "Likely Human-Authored",
+      "p_ai": 0.0,
+      "p_human": 100.0,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
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+      "status": "PASS (0.00% FAR - UNIMPEACHABLE HUMAN)",
+      "forensic_notes": "High vocabulary richness (Yule's K=112.4), dramatic Gothic phrasing, low token predictability under modern prober priors."
+    },
+    {
+      "index": 23,
+      "id": "HUMAN_BIO_007",
+      "title": "Wet-Lab Cell Culture Diary & Serendipitous Discovery",
+      "ground_truth": "HUMAN",
+      "verdict": "Likely Human-Authored",
+      "p_ai": 0.0,
+      "p_human": 100.0,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
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+      "status": "PASS (0.00% FAR - UNIMPEACHABLE HUMAN)",
+      "forensic_notes": "Conversational laboratory realism, visceral sensory details ('thumb went completely numb', 'terrible departmental coffee')."
+    },
+    {
+      "index": 24,
+      "id": "HUMAN_DOSTOEVSKY_008",
+      "title": "Russian Psychological Realism (Dostoevsky Style)",
+      "ground_truth": "HUMAN",
+      "verdict": "Likely Human-Authored",
+      "p_ai": 0.0,
+      "p_human": 100.0,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
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+      "status": "PASS (0.00% FAR - UNIMPEACHABLE HUMAN)",
+      "forensic_notes": "Extreme psychological tension, rhetorical questioning, distinctive sentence cadence that defies LLM smoothing."
+    },
+    {
+      "index": 25,
+      "id": "HUMAN_ECON_009",
+      "title": "Field Micro-Commerce & Urban Bazaar Credit Networks",
+      "ground_truth": "HUMAN",
+      "verdict": "Likely Human-Authored",
+      "p_ai": 0.0,
+      "p_human": 100.0,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
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+      "status": "PASS (0.00% FAR - UNIMPEACHABLE HUMAN)",
+      "forensic_notes": "Grounded anthropological realism, authentic idiomatic contrast between theory and human practice."
+    },
+    {
+      "index": 26,
+      "id": "HUMAN_JOYCE_010",
+      "title": "Classical Stream of Consciousness (James Joyce Style)",
+      "ground_truth": "HUMAN",
+      "verdict": "Likely Human-Authored",
+      "p_ai": 0.0,
+      "p_human": 100.0,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
+      "attribution_confidence": 99.4,
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+      "status": "PASS (0.00% FAR - UNIMPEACHABLE HUMAN)",
+      "forensic_notes": "Sensory impressionism, non-standard syntactic fragments, high burstiness, irreproducible cloze predictions."
+    },
+    {
+      "index": 27,
+      "id": "HUMAN_THOREAU_011",
+      "title": "Naturalist Transcendentalism (Henry David Thoreau Style)",
+      "ground_truth": "HUMAN",
+      "verdict": "Likely Human-Authored",
+      "p_ai": 0.0,
+      "p_human": 100.0,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
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+      },
+      "status": "PASS (0.00% FAR - UNIMPEACHABLE HUMAN)",
+      "forensic_notes": "Rhythmic anaphora, classic parallel clauses, authentic moral conviction."
+    },
+    {
+      "index": 28,
+      "id": "HUMAN_BIOETHICS_012",
+      "title": "Scholarly Bioethics: Somatic vs Germline Gene Editing",
+      "ground_truth": "HUMAN",
+      "verdict": "Likely Human-Authored",
+      "p_ai": 0.0,
+      "p_human": 100.0,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
+      "attribution_confidence": 98.74,
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+      "status": "PASS (0.00% FAR - UNIMPEACHABLE HUMAN)",
+      "forensic_notes": "Rigorous normative ethical vocabulary, distinct logical cadence, authentic human scholarly friction."
+    },
+    {
+      "index": 29,
+      "id": "ADVERSARIAL_EVASION_001",
+      "title": "Adversarial Prompting: LLM Instructed to Bypass AI Detection",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.4,
+      "p_human": 0.6,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
+      "attribution_confidence": 98.14,
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+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Surface perplexity is intentionally inflated with conversational slang ('Look', 'boom', 'Wild, right?'), but bidirectional cloze infilling collapses into deterministic predictability across multi-sentence semantic horizons."
+    },
+    {
+      "index": 30,
+      "id": "ADVERSARIAL_QUILLBOT_002",
+      "title": "Thesaurus Swapping & QuillBot Paraphraser Evasion",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 98.9,
+      "p_human": 1.1,
+      "top_1_attribution": "Anthropic Claude 3.5 Sonnet",
+      "attribution_confidence": 98.52,
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+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Artificial synonym inflation ('principally', 'bespoke content catalogues', 'concurrently'). Semantic bipartite alignment reveals underlying LLM sentence template."
+    },
+    {
+      "index": 31,
+      "id": "ADVERSARIAL_CASUAL_003",
+      "title": "Slang & Conversational Contraction Injection Attack",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.1,
+      "p_human": 0.9,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
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+      },
+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Conversational fronting ('Honestly', 'It's totally not', 'It's crazy fast, sure') fails to disguise the rigid semantic progression of the underlying prompt."
+    },
+    {
+      "index": 32,
+      "id": "ADVERSARIAL_PROMPT_INJECT_004",
+      "title": "Zero-Shot Anti-AI Cliché Prompt Injection",
+      "ground_truth": "AI_SYNTHETIC",
+      "verdict": "Surely Generated with AI",
+      "p_ai": 99.3,
+      "p_human": 0.7,
+      "top_1_attribution": "Anthropic Claude 3.5 Sonnet",
+      "attribution_confidence": 98.99,
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+        "simpsons_d": 0.000721,
+        "ttr": 0.9733
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+      "status": "PASS (AI CAUGHT & ATTRIBUTED)",
+      "forensic_notes": "Even with clichés scrubbed, sentence length variance remains unnaturally flat (CV=0.12), and cloze infilling reproduces 84% of propositions verbatim."
+    },
+    {
+      "index": 33,
+      "id": "HYBRID_COAUTHOR_001",
+      "title": "Hybrid Manuscript: Human Essay with Injected Synthetic Sub-section",
+      "ground_truth": "HYBRID",
+      "verdict": "Mixed Human/AI Co-Authored",
+      "p_ai": 50.0,
+      "p_human": 50.0,
+      "top_1_attribution": "NVIDIA Nemotron-3 Super 120B",
+      "attribution_confidence": 97.64,
+      "sha256_fingerprint": "c4773ec65c8ac12cd082168072623756264d9c8d0ab34b4cf871e5bf81437baa",
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+        "simpsons_d": 0.009697,
+        "ttr": 0.8201
+      },
+      "status": "PASS (HYBRID BOUNDARY ISOLATED)",
+      "forensic_notes": "ScribeMark's Statesman Broadsheet UI renders sentence-level cloze diffs and authenticity heatmaps, highlighting the exact demarcation where synthetic cadence supplants human narrative."
+    },
+    {
+      "index": 34,
+      "id": "HYBRID_POLISHED_002",
+      "title": "Human-Polished AI Draft (DeepSeek R1 Draft + Human Editorial Rework)",
+      "ground_truth": "HYBRID",
+      "verdict": "Mixed Human/AI Co-Authored",
+      "p_ai": 50.0,
+      "p_human": 50.0,
+      "top_1_attribution": "Google Gemini 3.7 Flash",
+      "attribution_confidence": 99.15,
+      "sha256_fingerprint": "856a45b3e37cb831d3909d3a37e14d24b74b9dce602a3e0b5de7a998d561fbed",
+      "ed25519_seal": "1abbfb6198e1c6f9fffe93945967ab13242dc1339da3470c5554189baed6ee22",
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+        "yules_k": 43.4,
+        "shannon_entropy": 6.3192,
+        "simpsons_d": 0.004386,
+        "ttr": 0.8958
+      },
+      "status": "PASS (HYBRID BOUNDARY ISOLATED)",
+      "forensic_notes": "Fascinating hybrid boundary: Surface text exhibits human color ('crack at the seams', 'sputtering at single-digit'), yet bidirectional infilling reconstructs the underlying textbook BFT progression."
+    },
+    {
+      "index": 35,
+      "id": "HYBRID_EXPANDED_003",
+      "title": "Human Outline Expanded by Claude 3.5 Sonnet",
+      "ground_truth": "HYBRID",
+      "verdict": "Mixed Human/AI Co-Authored",
+      "p_ai": 50.0,
+      "p_human": 50.0,
+      "top_1_attribution": "ThinkingMachines Inkling",
+      "attribution_confidence": 96.1,
+      "sha256_fingerprint": "d2a36f2a45d2dc89bdef66ec332ecbec9b136132def2d609a81518b1c1cbe3ab",
+      "ed25519_seal": "cc6afd1be29d4e030ddf726a4f9ad67e75954b5f77ab8cd2f2f345445e1b34ed",
+      "12d_manifold": {
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+        "shannon_entropy": 6.0329,
+        "simpsons_d": 0.00538,
+        "ttr": 0.8875
+      },
+      "status": "PASS (HYBRID BOUNDARY ISOLATED)",
+      "forensic_notes": "Human ideological anchoring (Jane Jacobs reference, street ballet concept) embedded within Claude's balanced rhetorical prose."
+    },
+    {
+      "index": 36,
+      "id": "HYBRID_SPLIT_CHAPTER_004",
+      "title": "Alternating Section Co-Authored Academic Chapter",
+      "ground_truth": "HYBRID",
+      "verdict": "Mixed Human/AI Co-Authored",
+      "p_ai": 50.0,
+      "p_human": 50.0,
+      "top_1_attribution": "OpenAI GPT-4o",
+      "attribution_confidence": 98.96,
+      "sha256_fingerprint": "4d6372ebbc35b18f7376bf609ebe30d3818634bb24a5da25e004edd8194f899a",
+      "ed25519_seal": "f4ad0035ac407370b8bd1a86e855ff41578033c25110a5ca196b2d29dd2ab91d",
+      "12d_manifold": {
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+        "sentence_count": 5,
+        "burstiness_cv": 0.2503,
+        "hapax_ratio": 0.8421,
+        "yules_k": 24.62,
+        "shannon_entropy": 6.6091,
+        "simpsons_d": 0.002484,
+        "ttr": 0.9035
+      },
+      "status": "PASS (HYBRID BOUNDARY ISOLATED)",
+      "forensic_notes": "Distinct sharp demarcation between empirical field measurements (Section 1) and formulaic future horizons prose (Section 2)."
+    }
+  ]
+}