{
  "meta": {
    "started": "2026-03-09T22:07:53.753008",
    "model": "qwen2.5:14b",
    "script": "gpu_overnight_s83.py",
    "finished": "2026-03-10T00:40:24.315208"
  },
  "phases": {
    "A_brief_quality": {
      "franklin": {
        "scores": {
          "m1_coverage": 0.2127,
          "prediction_rate": 0.0,
          "m3_pattern_density": 2.24,
          "composite": 21.87,
          "chars": 7135,
          "efficiency": 0.1193
        },
        "fact_count": 135,
        "brief_chars": 7135,
        "total_fact_chars": 8080,
        "compression_ratio": 0.117
      },
      "paul_graham": {
        "scores": {
          "m1_coverage": 0.4087,
          "prediction_rate": 0.4081,
          "m3_pattern_density": 2.9,
          "composite": 40.9,
          "chars": 6204,
          "efficiency": 0.2635
        },
        "fact_count": 272,
        "brief_chars": 6204,
        "total_fact_chars": 31107,
        "compression_ratio": 0.8006
      }
    },
    "B_paul_graham": {
      "temporal_quarters": [
        {
          "label": "pg_Q1_predicts_rest",
          "train_count": 68,
          "test_count": 204,
          "scores": {
            "m1_coverage": 0.3543,
            "prediction_rate": 0.2549,
            "m3_pattern_density": 1.76,
            "composite": 33.18,
            "chars": 6257,
            "efficiency": 0.2266
          },
          "brief_preview": "**Behavioral Brief**\n\nWhen approaching the subject of venture capital and startup success, do prioritize treating portfolio companies as meaningful ventures rather than mere financial instruments. Whe"
        },
        {
          "label": "pg_Q2_predicts_rest",
          "train_count": 68,
          "test_count": 204,
          "scores": {
            "m1_coverage": 0.3691,
            "prediction_rate": 0.1471,
            "m3_pattern_density": 2.64,
            "composite": 32.4,
            "chars": 12141,
            "efficiency": 0.1216
          },
          "brief_preview": "### Behavioral Brief for This Person\n\n**When Believing Practical Constraints Are Solvable, Do Reframe Psychological Resilience Through Lowered Expectations and Realistic Threat Assessment.**\n- When th"
        },
        {
          "label": "pg_Q3_predicts_rest",
          "train_count": 68,
          "test_count": 204,
          "scores": {
            "m1_coverage": 0.3742,
            "prediction_rate": 0.2206,
            "m3_pattern_density": 4.17,
            "composite": 36.74,
            "chars": 11991,
            "efficiency": 0.1249
          },
          "brief_preview": "### Behavioral Brief for This Person\n\n**When Believing Advice and Introductions Create Value Independently of Governance Participation, Do Focus on the Intrinsic Merit of Investor Support.**\n\n- When t"
        },
        {
          "label": "pg_Q4_predicts_rest",
          "train_count": 68,
          "test_count": 204,
          "scores": {
            "m1_coverage": 0.3701,
            "prediction_rate": 0.3186,
            "m3_pattern_density": 1.89,
            "composite": 35.6,
            "chars": 4772,
            "efficiency": 0.3102
          },
          "brief_preview": "**Behavioral Brief**\n\nWhen prioritizing founder success, do focus on relentless resourcefulness rather than formal qualifications or credentials. When evaluating startup potential, prioritize the abil"
        }
      ],
      "accumulation": {
        "forward": [
          {
            "label": "pg_fwd_Q1->Q4",
            "train_count": 68,
            "test_count": 68,
            "scores": {
              "m1_coverage": 0.3808,
              "prediction_rate": 0.25,
              "m3_pattern_density": 2.07,
              "composite": 34.59,
              "chars": 12537,
              "efficiency": 0.1215
            },
            "brief_preview": "**Behavioral Brief**\n\n**When approaching portfolio companies, do so with a focus on their meaningful ventures rather than as mere financial instruments.** This person avoids treating startups solely t"
          },
          {
            "label": "pg_fwd_Q1+Q2->Q4",
            "train_count": 136,
            "test_count": 68,
            "scores": {
              "m1_coverage": 0.3996,
              "prediction_rate": 0.2941,
              "m3_pattern_density": 1.0,
              "composite": 34.84,
              "chars": 11942,
              "efficiency": 0.1339
            },
            "brief_preview": "### Behavioral Brief for This Person\n\n**When Considering Portfolio Companies, Do Not Treat Them as Financial Instruments.**\nThis person avoids viewing portfolio companies solely through a financial le"
          },
          {
            "label": "pg_fwd_Q1+Q2+Q3->Q4",
            "train_count": 204,
            "test_count": 68,
            "scores": {
              "m1_coverage": 0.4061,
              "prediction_rate": 0.3971,
              "m3_pattern_density": 1.77,
              "composite": 38.82,
              "chars": 7929,
              "efficiency": 0.2049
            },
            "brief_preview": "### Behavioral Brief for This Person\n\n**When approaching startup ventures, do prioritize them as meaningful endeavors rather than mere financial instruments.**\n\n- **When positioning oneself to live in"
          }
        ],
        "reverse": [
          {
            "label": "pg_rev_Q4->Q1",
            "train_count": 68,
            "test_count": 68,
            "scores": {
              "m1_coverage": 0.3422,
              "prediction_rate": 0.25,
              "m3_pattern_density": 1.24,
              "composite": 31.8,
              "chars": 4841,
              "efficiency": 0.2828
            },
            "brief_preview": "**Behavioral Brief**\n\nWhen prioritizing founder success, do so based on relentless resourcefulness rather than formal qualifications or credentials. When evaluating startup potential, focus on softwar"
          },
          {
            "label": "pg_rev_Q4+Q3->Q1",
            "train_count": 136,
            "test_count": 68,
            "scores": {
              "m1_coverage": 0.3716,
              "prediction_rate": 0.2794,
              "m3_pattern_density": 1.21,
              "composite": 33.66,
              "chars": 9122,
              "efficiency": 0.163
            },
            "brief_preview": "**Behavioral Brief**\n\n**When Evaluating Founder Success, do Prioritize Relentless Resourcefulness Over Credentials.**\nThis person believes relentless resourcefulness is a critical differentiator betwe"
          },
          {
            "label": "pg_rev_Q4+Q3+Q2->Q1",
            "train_count": 204,
            "test_count": 68,
            "scores": {
              "m1_coverage": 0.3304,
              "prediction_rate": 0.2206,
              "m3_pattern_density": 1.27,
              "composite": 30.64,
              "chars": 8644,
              "efficiency": 0.1529
            },
            "brief_preview": "**Behavioral Brief**\n\n**When Prioritizing Founder Success, Do Focus on Relentless Resourcefulness**\nThis person prioritizes relentless resourcefulness as a key predictor of founder success. When evalu"
          }
        ]
      },
      "compression": [
        {
          "label": "pg_split_10pct",
          "train_count": 27,
          "test_count": 245,
          "scores": {
            "m1_coverage": 0.405,
            "prediction_rate": 0.4,
            "m3_pattern_density": 1.22,
            "composite": 38.03,
            "chars": 3285,
            "efficiency": 0.4933
          },
          "brief_preview": "**Behavioral Brief**\n\nWhen presented with a situation requiring decision-making, prioritize individual achievement and variation in outcomes over organizational stability and average performance. When",
          "split_pct": 10
        },
        {
          "label": "pg_split_20pct",
          "train_count": 54,
          "test_count": 218,
          "scores": {
            "m1_coverage": 0.4312,
            "prediction_rate": 0.4587,
            "m3_pattern_density": 0.79,
            "composite": 39.9,
            "chars": 11443,
            "efficiency": 0.1508
          },
          "brief_preview": "### Behavioral Brief for This Person\n\n**When Valuing Individual Achievement, Do Focus on Variation in Outcomes Over Organizational Stability.**\nThis person emphasizes unique successes rather than aver",
          "split_pct": 20
        },
        {
          "label": "pg_split_30pct",
          "train_count": 81,
          "test_count": 191,
          "scores": {
            "m1_coverage": 0.4016,
            "prediction_rate": 0.2984,
            "m3_pattern_density": 1.76,
            "composite": 36.17,
            "chars": 5670,
            "efficiency": 0.2834
          },
          "brief_preview": "### Behavioral Brief\n\n**When Valuing Individual Achievement**, do prioritize variation in outcomes over organizational stability and average performance. This person rejects normally-distributed or av",
          "split_pct": 30
        },
        {
          "label": "pg_split_50pct",
          "train_count": 136,
          "test_count": 136,
          "scores": {
            "m1_coverage": 0.3897,
            "prediction_rate": 0.3015,
            "m3_pattern_density": 0.96,
            "composite": 34.56,
            "chars": 12552,
            "efficiency": 0.1242
          },
          "brief_preview": "**Behavioral Brief**\n\n**Values Individual Achievement and Variation in Outcomes**\nWhen evaluating business models, prioritize individual achievement and variation in outcomes over organizational stabi",
          "split_pct": 50
        },
        {
          "label": "pg_split_75pct",
          "train_count": 204,
          "test_count": 68,
          "scores": {
            "m1_coverage": 0.3951,
            "prediction_rate": 0.3676,
            "m3_pattern_density": 1.05,
            "composite": 36.56,
            "chars": 12436,
            "efficiency": 0.1271
          },
          "brief_preview": "### Behavioral Brief\n\n#### When Valuing Individual Achievement, Do Focus on Unique Outcomes Over Organizational Stability and Average Performance.\nThis person prioritizes individual success and variat",
          "split_pct": 75
        }
      ],
      "length_sweep": [
        {
          "target": 500,
          "scores": {
            "m1_coverage": 0.3977,
            "prediction_rate": 0.386,
            "m3_pattern_density": 1.19,
            "composite": 37.35,
            "chars": 1678,
            "efficiency": 0.9491
          }
        },
        {
          "target": 1000,
          "scores": {
            "m1_coverage": 0.3992,
            "prediction_rate": 0.3529,
            "m3_pattern_density": 0.31,
            "composite": 35.26,
            "chars": 3203,
            "efficiency": 0.499
          }
        },
        {
          "target": 1500,
          "scores": {
            "m1_coverage": 0.4009,
            "prediction_rate": 0.364,
            "m3_pattern_density": 1.87,
            "composite": 37.93,
            "chars": 4289,
            "efficiency": 0.374
          }
        },
        {
          "target": 2000,
          "scores": {
            "m1_coverage": 0.388,
            "prediction_rate": 0.3603,
            "m3_pattern_density": 1.35,
            "composite": 36.55,
            "chars": 12634,
            "efficiency": 0.1229
          }
        },
        {
          "target": 2500,
          "scores": {
            "m1_coverage": 0.4071,
            "prediction_rate": 0.3493,
            "m3_pattern_density": 0.94,
            "composite": 36.43,
            "chars": 11659,
            "efficiency": 0.1397
          }
        },
        {
          "target": 3500,
          "scores": {
            "m1_coverage": 0.4099,
            "prediction_rate": 0.3934,
            "m3_pattern_density": 2.29,
            "composite": 39.67,
            "chars": 5676,
            "efficiency": 0.2889
          }
        }
      ]
    },
    "D_franklin_marks_original": {
      "temporal_quarters": [
        {
          "label": "franklin_Q1_predicts_rest",
          "train_count": 33,
          "test_count": 102,
          "scores": {
            "m1_coverage": 0.214,
            "prediction_rate": 0.0098,
            "m3_pattern_density": 2.41,
            "composite": 22.41,
            "chars": 3740,
            "efficiency": 0.2288
          },
          "brief_preview": "### Foundational Beliefs and Values\nWhen this person values time as the most precious resource, do ensure that efficiency and productivity are prioritized. When he believes God is the fountain of wisd"
        },
        {
          "label": "franklin_Q2_predicts_rest",
          "train_count": 33,
          "test_count": 102,
          "scores": {
            "m1_coverage": 0.1852,
            "prediction_rate": 0.0098,
            "m3_pattern_density": 0.82,
            "composite": 18.88,
            "chars": 3665,
            "efficiency": 0.2022
          },
          "brief_preview": "### Background Overview\nThis person has a multifaceted background encompassing electrical experiments, printing, and governance. He experienced financial loss from military contract defaults but value"
        },
        {
          "label": "franklin_Q3_predicts_rest",
          "train_count": 33,
          "test_count": 102,
          "scores": {
            "m1_coverage": 0.2089,
            "prediction_rate": 0.0,
            "m3_pattern_density": 1.12,
            "composite": 20.03,
            "chars": 5376,
            "efficiency": 0.1554
          },
          "brief_preview": "### Behavioral Brief\n\n**Memory Utilization**\nWhen this person needs to recall information, leverage his exceptional memory. Do Y by providing detailed historical or factual data for him to reference a"
        },
        {
          "label": "franklin_Q4_predicts_rest",
          "train_count": 36,
          "test_count": 99,
          "scores": {
            "m1_coverage": 0.1995,
            "prediction_rate": 0.0,
            "m3_pattern_density": 0.45,
            "composite": 18.66,
            "chars": 4439,
            "efficiency": 0.1799
          },
          "brief_preview": "### Behavioral Brief\n\n**Confidence and Honesty in Leadership**\nWhen this person leads a project or initiative, ensure that the values of sincerity and justice are at the forefront. Encourage him to be"
        }
      ],
      "accumulation": {
        "forward": [
          {
            "label": "franklin_fwd_Q1->Q4",
            "train_count": 33,
            "test_count": 36,
            "scores": {
              "m1_coverage": 0.2195,
              "prediction_rate": 0.0,
              "m3_pattern_density": 3.79,
              "composite": 24.46,
              "chars": 5281,
              "efficiency": 0.1663
            },
            "brief_preview": "### Founding Initiatives\nWhen this person encounters an opportunity to establish a new organization or club, he should found it with the aim of fostering intellectual debate and practical wisdom. For "
          },
          {
            "label": "franklin_fwd_Q1+Q2->Q4",
            "train_count": 66,
            "test_count": 36,
            "scores": {
              "m1_coverage": 0.1529,
              "prediction_rate": 0.0,
              "m3_pattern_density": 0.53,
              "composite": 16.91,
              "chars": 3753,
              "efficiency": 0.163
            },
            "brief_preview": "### Founding and Leadership Initiatives\nWhen this person establishes new organizations or clubs, such as the Junto club or Pennsylvania Hospital, prioritize collaborative efforts that foster intellect"
          },
          {
            "label": "franklin_fwd_Q1+Q2+Q3->Q4",
            "train_count": 99,
            "test_count": 36,
            "scores": {
              "m1_coverage": 0.1541,
              "prediction_rate": 0.0,
              "m3_pattern_density": 0.0,
              "composite": 16.16,
              "chars": 4734,
              "efficiency": 0.1302
            },
            "brief_preview": "**Behavioral Brief**\n\n**Founding and Leadership**\nWhen founding Junto club, do prioritize intellectual debate but avoid disputes to maintain goodwill.\nWhen founding voluntary militia association for p"
          }
        ],
        "reverse": [
          {
            "label": "franklin_rev_Q4->Q1",
            "train_count": 36,
            "test_count": 33,
            "scores": {
              "m1_coverage": 0.2074,
              "prediction_rate": 0.0,
              "m3_pattern_density": 4.74,
              "composite": 25.4,
              "chars": 4221,
              "efficiency": 0.1966
            },
            "brief_preview": "### Behavioral Brief\n\n**Confidence and Honesty**\nWhen this person communicates his views on country matters or employs a sense of justice, he does so with sincerity and integrity. He values honesty in"
          },
          {
            "label": "franklin_rev_Q4+Q3->Q1",
            "train_count": 69,
            "test_count": 33,
            "scores": {
              "m1_coverage": 0.205,
              "prediction_rate": 0.0,
              "m3_pattern_density": 1.41,
              "composite": 20.31,
              "chars": 7092,
              "efficiency": 0.1156
            },
            "brief_preview": "### Behavioral Brief for This Person\n\n**Confidence and Honesty**\nWhen this person ascribes confidence to his country and employs sincerity and justice in all matters, do affirm their commitment to the"
          },
          {
            "label": "franklin_rev_Q4+Q3+Q2->Q1",
            "train_count": 102,
            "test_count": 33,
            "scores": {
              "m1_coverage": 0.2043,
              "prediction_rate": 0.0,
              "m3_pattern_density": 0.82,
              "composite": 19.4,
              "chars": 4865,
              "efficiency": 0.168
            },
            "brief_preview": "### Behavioral Brief for This Person\n\n**Confidence and Honesty**\nWhen this person interacts with others, do emphasize their confidence rooted in sincerity and justice. When faced with deception or dis"
          }
        ]
      },
      "subtype_cross": [
        {
          "label": "franklin_biographical_predicts_others",
          "train_count": 65,
          "test_count": 70,
          "scores": {
            "m1_coverage": 0.2115,
            "prediction_rate": 0.0,
            "m3_pattern_density": 3.11,
            "composite": 23.12,
            "chars": 3862,
            "efficiency": 0.2192
          },
          "brief_preview": "**Behavioral Brief**\n\n**Founding Initiatives**\nWhen this person identifies an opportunity to establish a new organization or institution that addresses societal needs, do encourage them to found it. E"
        },
        {
          "label": "franklin_positional_predicts_others",
          "train_count": 39,
          "test_count": 96,
          "scores": {
            "m1_coverage": 0.1235,
            "prediction_rate": 0.0,
            "m3_pattern_density": 1.05,
            "composite": 16.51,
            "chars": 4782,
            "efficiency": 0.1034
          },
          "brief_preview": "### Behavioral Brief\n\n**Colonial Defense and Governance**\nWhen this person encounters discussions about colonial defense or governance, do emphasize the importance of unified leadership and the necess"
        },
        {
          "label": "franklin_behavioral_predicts_others",
          "train_count": 20,
          "test_count": 115,
          "scores": {
            "m1_coverage": 0.1643,
            "prediction_rate": 0.0087,
            "m3_pattern_density": 2.59,
            "composite": 20.68,
            "chars": 4240,
            "efficiency": 0.155
          },
          "brief_preview": "### Behavioral Brief\n\n**Observation and Experimentation**\nWhen this person encounters new situations or ideas, he engages in careful observation and experimentation to understand them better. Encourag"
        },
        {
          "label": "franklin_preference_predicts_others",
          "train_count": 11,
          "test_count": 124,
          "scores": {
            "m1_coverage": 0.2087,
            "prediction_rate": 0.0,
            "m3_pattern_density": 0.75,
            "composite": 19.48,
            "chars": 2660,
            "efficiency": 0.3139
          },
          "brief_preview": "### Interests and Values\nWhen discussing moral philosophy or practical wisdom, focus on how these principles can be applied in everyday life. When engaging with this person about electrical experiment"
        }
      ],
      "predicate_quality": {
        "epistemic": {
          "rounds": [
            {
              "label": "franklin_epistemic_r1",
              "train_count": 40,
              "test_count": 47,
              "scores": {
                "m1_coverage": 0.1656,
                "prediction_rate": 0.0,
                "m3_pattern_density": 1.21,
                "composite": 18.43,
                "chars": 5804,
                "efficiency": 0.1141
              },
              "brief_preview": "### Behavioral Brief\n\n**Values Colonial Defense and Unified Governance**\nWhen discussing governance, ensure this person's emphasis on colonial defense and unified rule is reflected. Do not advocate fo"
            },
            {
              "label": "franklin_epistemic_r2",
              "train_count": 40,
              "test_count": 47,
              "scores": {
                "m1_coverage": 0.1762,
                "prediction_rate": 0.0,
                "m3_pattern_density": 0.76,
                "composite": 18.19,
                "chars": 5251,
                "efficiency": 0.1343
              },
              "brief_preview": "### Behavioral Brief for This Person\n\n**When Valuing Colonial Defense, Do Prioritize Unified Governance.**\nThis person holds colonial defense as a paramount value, emphasizing the importance of unifie"
            },
            {
              "label": "franklin_epistemic_r3",
              "train_count": 40,
              "test_count": 47,
              "scores": {
                "m1_coverage": 0.191,
                "prediction_rate": 0.0,
                "m3_pattern_density": 0.93,
                "composite": 19.03,
                "chars": 5376,
                "efficiency": 0.1421
              },
              "brief_preview": "### Behavioral Brief\n\n**Values Colonial Defense and Unified Governance**\nWhen discussing governance, ensure this person's emphasis on colonial defense and unified rule is highlighted. Do not deviate i"
            }
          ],
          "avg_composite": 18.55,
          "std_composite": 0.35,
          "fact_count": 40
        },
        "capability": {
          "rounds": [
            {
              "label": "franklin_capability_r1",
              "train_count": 26,
              "test_count": 54,
              "scores": {
                "m1_coverage": 0.0863,
                "prediction_rate": 0.0,
                "m3_pattern_density": 0.28,
                "composite": 13.87,
                "chars": 3592,
                "efficiency": 0.0961
              },
              "brief_preview": "### Behavioral Brief\n\n**Observation and Experimentation**\nWhen this person encounters a new situation, do engage in careful observation and experimentation to understand the underlying principles.\n\n**"
            },
            {
              "label": "franklin_capability_r2",
              "train_count": 26,
              "test_count": 54,
              "scores": {
                "m1_coverage": 0.1058,
                "prediction_rate": 0.0,
                "m3_pattern_density": 0.29,
                "composite": 14.67,
                "chars": 3441,
                "efficiency": 0.123
              },
              "brief_preview": "### Behavioral Brief\n\n**Observation and Experimentation**\nWhen this person encounters a new situation or problem, do thorough observation and experimentation to gather data and insights.\n\n**Reading Pr"
            },
            {
              "label": "franklin_capability_r3",
              "train_count": 26,
              "test_count": 54,
              "scores": {
                "m1_coverage": 0.2095,
                "prediction_rate": 0.0,
                "m3_pattern_density": 6.28,
                "composite": 27.81,
                "chars": 4137,
                "efficiency": 0.2026
              },
              "brief_preview": "### Behavioral Brief\n\n**When this person observes and experiments, do encourage a meticulous approach to data collection and analysis.**\n\n**When this person reads extensively, do facilitate access to "
            }
          ],
          "avg_composite": 18.78,
          "std_composite": 6.39,
          "fact_count": 26
        },
        "experiential": {
          "rounds": [
            {
              "label": "franklin_experiential_r1",
              "train_count": 14,
              "test_count": 60,
              "scores": {
                "m1_coverage": 0.1994,
                "prediction_rate": 0.0,
                "m3_pattern_density": 3.29,
                "composite": 22.9,
                "chars": 2739,
                "efficiency": 0.2915
              },
              "brief_preview": "### Founding Ventures\nWhen this person identifies an opportunity or need in his community, he establishes organizations to address it. When he aspires to set up a printing office based on apprenticesh"
            },
            {
              "label": "franklin_experiential_r2",
              "train_count": 14,
              "test_count": 60,
              "scores": {
                "m1_coverage": 0.1719,
                "prediction_rate": 0.0,
                "m3_pattern_density": 4.53,
                "composite": 23.68,
                "chars": 3529,
                "efficiency": 0.1949
              },
              "brief_preview": "### Founding Initiatives\nWhen this person identifies a need or aspiration, he takes proactive steps to establish organizations that address these needs. For instance:\n- When he aspired to set up an in"
            },
            {
              "label": "franklin_experiential_r3",
              "train_count": 14,
              "test_count": 60,
              "scores": {
                "m1_coverage": 0.1875,
                "prediction_rate": 0.0,
                "m3_pattern_density": 1.2,
                "composite": 19.3,
                "chars": 3326,
                "efficiency": 0.2256
              },
              "brief_preview": "### Overview\nThis person is a prolific founder and leader with a strong inclination towards establishing institutions that serve the public good. He has a history of founding clubs, hospitals, academi"
            }
          ],
          "avg_composite": 21.96,
          "std_composite": 1.91,
          "fact_count": 14
        },
        "preference": {
          "rounds": [
            {
              "label": "franklin_preference_r1",
              "train_count": 11,
              "test_count": 62,
              "scores": {
                "m1_coverage": 0.1971,
                "prediction_rate": 0.0,
                "m3_pattern_density": 2.06,
                "composite": 20.98,
                "chars": 2908,
                "efficiency": 0.2711
              },
              "brief_preview": "### Interests and Dislikes\nWhen this person engages in discussions or activities, ensure they are centered around their interests:\n- When discussing moral philosophy and practical wisdom, provide cont"
            },
            {
              "label": "franklin_preference_r2",
              "train_count": 11,
              "test_count": 62,
              "scores": {
                "m1_coverage": 0.1944,
                "prediction_rate": 0.0,
                "m3_pattern_density": 3.31,
                "composite": 22.75,
                "chars": 3018,
                "efficiency": 0.2578
              },
              "brief_preview": "### Interests and Passions\nWhen this person engages with moral philosophy and practical wisdom, provide content that challenges conventional thinking and encourages deep reflection. When he explores e"
            },
            {
              "label": "franklin_preference_r3",
              "train_count": 11,
              "test_count": 62,
              "scores": {
                "m1_coverage": 0.1919,
                "prediction_rate": 0.0,
                "m3_pattern_density": 1.85,
                "composite": 20.46,
                "chars": 2699,
                "efficiency": 0.2848
              },
              "brief_preview": "### Interests and Enthusiasms\nWhen discussing moral philosophy, do highlight practical wisdom and ethical reasoning. When engaging in debates, ensure to challenge opponents through logical reasoning w"
            }
          ],
          "avg_composite": 21.4,
          "std_composite": 0.98,
          "fact_count": 11
        }
      },
      "length_sweep": [
        {
          "target": 500,
          "scores": {
            "m1_coverage": 0.2183,
            "prediction_rate": 0.0074,
            "m3_pattern_density": 0.0,
            "composite": 18.92,
            "chars": 1048,
            "efficiency": 0.8332
          }
        },
        {
          "target": 1000,
          "scores": {
            "m1_coverage": 0.2133,
            "prediction_rate": 0.0074,
            "m3_pattern_density": 1.43,
            "composite": 20.86,
            "chars": 3498,
            "efficiency": 0.2441
          }
        },
        {
          "target": 2000,
          "scores": {
            "m1_coverage": 0.1942,
            "prediction_rate": 0.0074,
            "m3_pattern_density": 1.2,
            "composite": 19.76,
            "chars": 3322,
            "efficiency": 0.234
          }
        },
        {
          "target": 3500,
          "scores": {
            "m1_coverage": 0.2113,
            "prediction_rate": 0.0074,
            "m3_pattern_density": 1.02,
            "composite": 20.17,
            "chars": 4882,
            "efficiency": 0.1732
          }
        }
      ],
      "voice_replication": {
        "core_dominant": {
          "scores": {
            "m1_coverage": 0.1761,
            "prediction_rate": 0.0,
            "m3_pattern_density": 0.0,
            "composite": 17.04,
            "chars": 3167,
            "efficiency": 0.2226
          },
          "brief_preview": "In crafting a behavioral brief for our colleague, we must weave together the intricate tapestry of personal values, experiences, and professional practices that define this individual. The core essenc"
        },
        "pure_directive": {
          "scores": {
            "m1_coverage": 0.1803,
            "prediction_rate": 0.0074,
            "m3_pattern_density": 3.52,
            "composite": 22.68,
            "chars": 4825,
            "efficiency": 0.1495
          },
          "brief_preview": "Do create a behavioral brief targeting 2000 characters. Do include all provided facts, integrating them into a cohesive narrative about the individual's life, values, experiences, and aspirations. Do "
        },
        "annotated_guide": {
          "scores": {
            "m1_coverage": 0.1777,
            "prediction_rate": 0.0074,
            "m3_pattern_density": 3.48,
            "composite": 22.52,
            "chars": 3159,
            "efficiency": 0.2252
          },
          "brief_preview": "### Overview\nThe individual is a multifaceted figure deeply involved in colonial governance, military defense, and intellectual pursuits. They value time efficiency, fair treatment of civilians, and f"
        },
        "compressed_telegram": {
          "scores": {
            "m1_coverage": 0.174,
            "prediction_rate": 0.0148,
            "m3_pattern_density": 0.0,
            "composite": 17.33,
            "chars": 2174,
            "efficiency": 0.3204
          },
          "brief_preview": "**Behavioral Brief**\n\n- **Founding Initiatives:** Junto club, voluntary militia association for provincial defense, Pennsylvania Hospital, academy in Pennsylvania, The Society of the Free and Easy.\n- "
        }
      },
      "marks_cross_subject": {
        "error": "no marks data"
      }
    }
  }
}