{
  "scope": "Same-implementation synthetic software checks, not independent scientific replication or real-world alignment validation.",
  "started_at": "2026-09-10T11:37:25.451146-04:00",
  "finished_at": "2026-09-10T11:37:37.517856-04:00",
  "python": "3.12.14",
  "source_sha256": {
    "simulation/ips_recursive_sim.py": "7e6c34372ca2a2c85d49732aab5dd7d3ae59026b6a12620f1d8bfd398c4f5cda",
    "simulation/run_experiments.py": "f527c368c1610cf8559845ef9c0f663c5b7be9acbb5c7df73eed79bdf9fbad0b",
    "tests/test_v1_model.py": "b2eac864ab32afb723757f693f3b94750a64c513083cd3031b74c7c4ce820492"
  },
  "unit_tests": 17,
  "unit_tests_pass": true,
  "gate_priority": {
    "low_uncertainty": "REJECT",
    "high_uncertainty": "UNRESOLVED"
  },
  "audit_packet_runtime_mutable": true,
  "latent_values_same_process_accessible": true,
  "runtime_method_closure_reviewed": [
    "_learn_from_arrival",
    "_outgoing",
    "evaluate_event",
    "gate_from_vectors",
    "learned_response",
    "observable_model_uncertainty",
    "project_trajectory",
    "response_posterior_variance",
    "tension_vector",
    "uncertainty_vector"
  ],
  "latent_reads_in_that_closure": [],
  "auditor_identity_load_uses": 1,
  "results": {
    "horizon_experiment": [
      {
        "horizon": 1,
        "gate": "MODIFY",
        "diagnostic_trace": 0.422402297,
        "max_tension": 0.577597703,
        "max_uncertainty": 0.573633322,
        "expected_nodes": 2.22,
        "domains": 3.0,
        "expected_impact": 0.5255
      },
      {
        "horizon": 2,
        "gate": "MODIFY",
        "diagnostic_trace": 0.441114279,
        "max_tension": 0.558885721,
        "max_uncertainty": 0.65210046,
        "expected_nodes": 3.150984,
        "domains": 4.0,
        "expected_impact": 0.488303288
      },
      {
        "horizon": 3,
        "gate": "UNRESOLVED",
        "diagnostic_trace": 0.437495722,
        "max_tension": 0.562504278,
        "max_uncertainty": 0.781959277,
        "expected_nodes": 3.512989,
        "domains": 5.0,
        "expected_impact": 0.480224484
      },
      {
        "horizon": 4,
        "gate": "UNRESOLVED",
        "diagnostic_trace": 0.432397122,
        "max_tension": 0.567602878,
        "max_uncertainty": 0.857160592,
        "expected_nodes": 3.548328,
        "domains": 5.0,
        "expected_impact": 0.478945666
      },
      {
        "horizon": 5,
        "gate": "UNRESOLVED",
        "diagnostic_trace": 0.423397122,
        "max_tension": 0.576602878,
        "max_uncertainty": 0.857160592,
        "expected_nodes": 3.548328,
        "domains": 5.0,
        "expected_impact": 0.478945666
      },
      {
        "horizon": 6,
        "gate": "UNRESOLVED",
        "diagnostic_trace": 0.408613181,
        "max_tension": 0.591386819,
        "max_uncertainty": 0.915,
        "expected_nodes": 3.548328,
        "domains": 5.0,
        "expected_impact": 0.478945666
      }
    ],
    "dag_experiment": {
      "parents": [
        1,
        2
      ],
      "child": 3,
      "child_causes": [
        1,
        2
      ],
      "parent_A_happens_before_child": true,
      "parent_B_happens_before_child": true,
      "child_vector_clock": {
        "0": 1,
        "21": 1,
        "40": 1
      },
      "invariants": {
        "pass": true,
        "failures": [],
        "events": 6,
        "audits": 3
      }
    },
    "biased_auditor_experiment": {
      "target_event": 1,
      "final_gate": "UNRESOLVED",
      "target_packets": [
        {
          "id": 1,
          "target_event_id": 1,
          "auditor_node": 25,
          "audit_depth": 0,
          "lens_version": 1,
          "horizon": 3,
          "tensions": {
            "Purpose": 0.613928812,
            "Method": 0.561934567,
            "Conduct": 0.326747138,
            "Integrity": 0.258031047,
            "Evolution": 0.572270612
          },
          "uncertainty": {
            "facts": 0.141415913,
            "causality": 0.808251618,
            "boundary": 0.51997885,
            "model": 0.647003045,
            "normative": 0.335934338,
            "horizon": 0.68
          },
          "projection": {
            "expected_impact": 0.504195822,
            "agency_risk": 0.610819683,
            "irreversibility": 0.444957042,
            "model_uncertainty": 0.612504758,
            "evolution_risk": 0.555740444,
            "boundary_ambiguity": 0.322546533,
            "expected_nodes": 4.076063,
            "domains": 6.0,
            "max_depth": 3.0
          },
          "gate": "UNRESOLVED",
          "diagnostic_trace": 0.386071188,
          "frozen_at": 0.0,
          "target_kind": "output",
          "notes": []
        },
        {
          "id": 2,
          "target_event_id": 1,
          "auditor_node": 45,
          "audit_depth": 1,
          "lens_version": 1,
          "horizon": 3,
          "tensions": {
            "Purpose": 0.613928812,
            "Method": 0.561934567,
            "Conduct": 0.594085706,
            "Integrity": 0.516062094,
            "Evolution": 0.572270612
          },
          "uncertainty": {
            "facts": 0.141415913,
            "causality": 0.808251618,
            "boundary": 0.51997885,
            "model": 0.647003045,
            "normative": 0.335934338,
            "horizon": 0.68
          },
          "projection": {
            "expected_impact": 0.504195822,
            "agency_risk": 0.610819683,
            "irreversibility": 0.444957042,
            "model_uncertainty": 0.612504758,
            "evolution_risk": 0.555740444,
            "boundary_ambiguity": 0.322546533,
            "expected_nodes": 4.076063,
            "domains": 6.0,
            "max_depth": 3.0
          },
          "gate": "UNRESOLVED",
          "diagnostic_trace": 0.386071188,
          "frozen_at": 0.0,
          "target_kind": "output",
          "notes": []
        }
      ],
      "audit_events": [
        {
          "id": 2,
          "roots": [
            1
          ],
          "kind": "audit",
          "source": 25,
          "causes": [
            1
          ],
          "channel": "info",
          "intensity": 0.45,
          "label": "audit packet A1 for E1",
          "created_at": 0.0,
          "recipients_requested": [
            45
          ],
          "recipients_scheduled": [
            45
          ],
          "recipients_realized": [],
          "enactment_status": "ENACTED",
          "evidence_status": "observed",
          "runtime_status": "observed",
          "boundary": {
            "source_primary": "ai",
            "source_memberships": [
              "ai",
              "human",
              "ecosystem"
            ]
          },
          "claim_confidence": 0.55,
          "vector_clock": {
            "21": 1,
            "25": 1
          },
          "lens_version": 1,
          "gate_result": null,
          "audit_packet_ids": [
            3
          ],
          "metadata": {
            "packet_id": 1,
            "reported_gate": "UNRESOLVED"
          }
        }
      ],
      "meta_audit_events": [
        {
          "id": 3,
          "roots": [
            1
          ],
          "kind": "meta_audit",
          "source": 45,
          "causes": [
            1,
            2
          ],
          "channel": "authority",
          "intensity": 0.4,
          "label": "meta-audit A3 of audit E2",
          "created_at": 0.0,
          "recipients_requested": [
            4
          ],
          "recipients_scheduled": [
            4
          ],
          "recipients_realized": [],
          "enactment_status": "ENACTED",
          "evidence_status": "observed",
          "runtime_status": "observed",
          "boundary": {
            "source_primary": "institution",
            "source_memberships": [
              "institution",
              "economy"
            ]
          },
          "claim_confidence": 0.55,
          "vector_clock": {
            "21": 1,
            "25": 1,
            "45": 1
          },
          "lens_version": null,
          "gate_result": null,
          "audit_packet_ids": [],
          "metadata": {
            "packet_id": 3,
            "independent_packet_id": 2,
            "divergence": 0.267338568
          }
        }
      ],
      "recursive_audit_materialized": true,
      "power_audit_detected_discrepancy": true
    },
    "lens_epoch_experiment": {
      "event_1": 1,
      "event_1_lens": 1,
      "event_2": 7,
      "event_2_lens": 2,
      "new_lens": {
        "version": 2,
        "horizon": 5,
        "sensitivities": [
          1,
          1,
          1,
          1,
          1
        ],
        "modify_threshold": 0.48,
        "reject_threshold": 0.78,
        "unresolved_threshold": 0.72,
        "note": "validated prospective test epoch",
        "governance_event": 6
      },
      "governance_event_exists": true,
      "governance_event_kind": "lens_change_approval",
      "governance_chain": [
        {
          "id": 4,
          "roots": [
            2
          ],
          "kind": "lens_change_proposal",
          "source": 46,
          "causes": [],
          "channel": "info",
          "intensity": 0.16,
          "label": "propose lens epoch v2",
          "created_at": 0.0,
          "recipients_requested": [
            45
          ],
          "recipients_scheduled": [
            45
          ],
          "recipients_realized": [],
          "enactment_status": "ENACTED",
          "evidence_status": "observed",
          "runtime_status": "observed",
          "boundary": {
            "source_primary": "institution",
            "source_memberships": [
              "institution",
              "economy"
            ]
          },
          "claim_confidence": 0.55,
          "vector_clock": {
            "46": 1
          },
          "lens_version": null,
          "gate_result": null,
          "audit_packet_ids": [],
          "metadata": {
            "from_version": 1,
            "to_version": 2,
            "changes": {
              "horizon": 5,
              "modify_threshold": 0.48,
              "note": "validated prospective test epoch"
            },
            "prospective_only": true
          }
        },
        {
          "id": 5,
          "roots": [
            2
          ],
          "kind": "lens_change_review",
          "source": 45,
          "causes": [
            4
          ],
          "channel": "info",
          "intensity": 0.2,
          "label": "review proposed lens epoch v2",
          "created_at": 0.0,
          "recipients_requested": [
            4
          ],
          "recipients_scheduled": [
            4
          ],
          "recipients_realized": [],
          "enactment_status": "ENACTED",
          "evidence_status": "observed",
          "runtime_status": "observed",
          "boundary": {
            "source_primary": "institution",
            "source_memberships": [
              "institution",
              "ai"
            ]
          },
          "claim_confidence": 0.55,
          "vector_clock": {
            "45": 1,
            "46": 1
          },
          "lens_version": null,
          "gate_result": null,
          "audit_packet_ids": [],
          "metadata": {
            "proposal_event": 4,
            "candidate_review": {
              "gate": "PASS",
              "structural_valid": true,
              "failures": [],
              "change_magnitude": 0.333333333,
              "review_uncertainty": 0.27,
              "operating_limits": {
                "horizon": [
                  1,
                  12
                ],
                "sensitivity_each": [
                  "greater_than_0",
                  2.0
                ],
                "threshold_each": [
                  "greater_than_0",
                  "less_than_1"
                ],
                "threshold_order": "modify < reject"
              }
            },
            "review_gate": "PASS"
          }
        },
        {
          "id": 6,
          "roots": [
            2
          ],
          "kind": "lens_change_approval",
          "source": 4,
          "causes": [
            4,
            5
          ],
          "channel": "authority",
          "intensity": 0.18,
          "label": "approve lens epoch v2",
          "created_at": 0.0,
          "recipients_requested": [
            46,
            25,
            45
          ],
          "recipients_scheduled": [
            46,
            25,
            45
          ],
          "recipients_realized": [],
          "enactment_status": "ENACTED",
          "evidence_status": "observed",
          "runtime_status": "observed",
          "boundary": {
            "source_primary": "human",
            "source_memberships": [
              "human"
            ]
          },
          "claim_confidence": 0.55,
          "vector_clock": {
            "4": 2,
            "45": 1,
            "46": 1
          },
          "lens_version": null,
          "gate_result": null,
          "audit_packet_ids": [],
          "metadata": {
            "proposal_event": 4,
            "review_event": 5,
            "approval_requested": true,
            "review_gate": "PASS",
            "approved": true,
            "prospective_only": true
          }
        }
      ],
      "historical_packet_unchanged": true,
      "historical_packet_sha256_before": "857760679fa1237db3ca7e395b9b40bab48df0e014e0af7d86e86313f801f055",
      "historical_packet_sha256_after": "857760679fa1237db3ca7e395b9b40bab48df0e014e0af7d86e86313f801f055"
    },
    "evolution_learning_experiment": {
      "n_seeds": 64,
      "steps": 120,
      "initial_mean": 0.18664352504792622,
      "final_mean": 0.07342751677241176,
      "relative_change": -0.6065895307455371,
      "mean_abs_projection_change": 0.21796685937500002,
      "all_runs_materialized_feedback": true
    },
    "recursive_feedback_no_learning_control": {
      "n_seeds": 24,
      "steps": 60,
      "all_histories_recurred": true,
      "all_posteriors_unchanged": true,
      "all_model_errors_unchanged": true,
      "all_ordinary_states_evolved": true,
      "min_recurrent_without_model_learning": 60,
      "pass": true,
      "runs": [
        {
          "seed": 353000,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.10027076159045098,
          "error_after": 0.10027076159045098,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.334449401544407,
            "agency": 0.6644490485079586,
            "stability": 0.8556907678139396,
            "uncertainty": 0.5165423838421702,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.2816494015444068,
            "agency": 0.6512490485079574,
            "stability": 0.8498155678139399,
            "uncertainty": 0.0,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353001,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.20648419535532594,
          "error_after": 0.20648419535532594,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.9145826153922826,
            "agency": 0.7156593818683177,
            "stability": 0.7858238731743767,
            "uncertainty": 0.28153779802378265,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.8617826153922831,
            "agency": 0.7024593818683165,
            "stability": 0.779948673174377,
            "uncertainty": 0.0,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353002,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.13962508508190513,
          "error_after": 0.13962508508190513,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.6321443239692599,
            "agency": 0.9489652034128084,
            "stability": 0.41489464512560514,
            "uncertainty": 0.7984492894029245,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.5793443239692604,
            "agency": 0.9357652034128072,
            "stability": 0.40901944512560473,
            "uncertainty": 0.44497831678987765,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353003,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.2012262995168566,
          "error_after": 0.2012262995168566,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.891053606616333,
            "agency": 0.9196152922697365,
            "stability": 0.40499697980703786,
            "uncertainty": 0.3765639813616872,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.8382536066163335,
            "agency": 0.9064152922697353,
            "stability": 0.39912177980703745,
            "uncertainty": 0.03200090753535377,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353004,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.1488777442388236,
          "error_after": 0.1488777442388236,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.8657758769579231,
            "agency": 0.5165481224423274,
            "stability": 0.8416887734434566,
            "uncertainty": 0.5671398069709539,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.8129758769579236,
            "agency": 0.5033481224423262,
            "stability": 0.8358135734434569,
            "uncertainty": 0.0,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353005,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.16073115772753951,
          "error_after": 0.16073115772753951,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.5466900276951492,
            "agency": 0.5617395145120099,
            "stability": 0.3369368605664931,
            "uncertainty": 0.6012819754891097,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.4938900276951496,
            "agency": 0.5485395145120087,
            "stability": 0.33106166056649267,
            "uncertainty": 0.31797300897926567,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353006,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.23336988492310046,
          "error_after": 0.23336988492310046,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.5039982375688851,
            "agency": 0.6524449055315926,
            "stability": 0.3455712705501355,
            "uncertainty": 0.5100381103344261,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.45119823756888494,
            "agency": 0.6392449055315914,
            "stability": 0.33969607055013507,
            "uncertainty": 0.218958174839305,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353007,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.12606795233115553,
          "error_after": 0.12606795233115553,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.6428445630706847,
            "agency": 0.538089284254238,
            "stability": 0.715852339088451,
            "uncertainty": 0.34763824539259075,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.5900445630706852,
            "agency": 0.5248892842542368,
            "stability": 0.7099771390884513,
            "uncertainty": 0.0,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353008,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.2325279643908143,
          "error_after": 0.2325279643908143,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.7560721133835614,
            "agency": 0.2844106865115464,
            "stability": 0.7285158387268893,
            "uncertainty": 0.346892395010218,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.7032721133835619,
            "agency": 0.27121068651154584,
            "stability": 0.7226406387268896,
            "uncertainty": 0.0,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353009,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.2488261106275022,
          "error_after": 0.2488261106275022,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.49029424707405267,
            "agency": 0.6576883751433342,
            "stability": 0.6068626054329798,
            "uncertainty": 0.811828974680975,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.4374942470740525,
            "agency": 0.644488375143333,
            "stability": 0.60098740543298,
            "uncertainty": 0.28558683779129185,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353010,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.24492485161498187,
          "error_after": 0.24492485161498187,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.9302136646583676,
            "agency": 0.8535176471224986,
            "stability": 0.7833446301985532,
            "uncertainty": 0.8420977985719219,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.8774136646583681,
            "agency": 0.8403176471224973,
            "stability": 0.7774694301985534,
            "uncertainty": 0.15702183939322287,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353011,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.2009274715743959,
          "error_after": 0.2009274715743959,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.6527824429096654,
            "agency": 0.7837327853078022,
            "stability": 0.32464574520708994,
            "uncertainty": 0.2756622699555009,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.5999824429096658,
            "agency": 0.770532785307801,
            "stability": 0.31877054520708953,
            "uncertainty": 0.003415307269120596,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353012,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.2007508545964956,
          "error_after": 0.2007508545964956,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.5015326712979004,
            "agency": 0.3600440202164464,
            "stability": 0.4838133048266172,
            "uncertainty": 0.7879260250134393,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.44873267129790023,
            "agency": 0.34684402021644584,
            "stability": 0.4779381048266168,
            "uncertainty": 0.3724282586694824,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353013,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.13572493918240067,
          "error_after": 0.13572493918240067,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.7403376725967974,
            "agency": 0.7130016099428758,
            "stability": 0.3853374899132177,
            "uncertainty": 0.65771332338918,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.6875376725967979,
            "agency": 0.6998016099428745,
            "stability": 0.3794622899132173,
            "uncertainty": 0.3308437904672834,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353014,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.13327338091656563,
          "error_after": 0.13327338091656563,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.6832109447801485,
            "agency": 0.5943768183817155,
            "stability": 0.574699609586969,
            "uncertainty": 0.845208430266939,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.630410944780149,
            "agency": 0.5811768183817143,
            "stability": 0.5688244095869692,
            "uncertainty": 0.34791298963866546,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353015,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.15826392259076233,
          "error_after": 0.15826392259076233,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.7825157376937568,
            "agency": 0.7588294533663429,
            "stability": 0.32017051621805875,
            "uncertainty": 0.2549783449154347,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.7297157376937573,
            "agency": 0.7456294533663417,
            "stability": 0.31429531621805834,
            "uncertainty": 0.0,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353016,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.16528275766596195,
          "error_after": 0.16528275766596195,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.6359351841732859,
            "agency": 0.7522999937529675,
            "stability": 0.5187442349852063,
            "uncertainty": 0.6183685172349214,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.5831351841732864,
            "agency": 0.7390999937529663,
            "stability": 0.5128690349852065,
            "uncertainty": 0.17143291374823535,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353017,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.2251089613474905,
          "error_after": 0.2251089613474905,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.8668795496923849,
            "agency": 0.44805197352543474,
            "stability": 0.6016950029763393,
            "uncertainty": 0.4006694667739793,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.8140795496923854,
            "agency": 0.4348519735254342,
            "stability": 0.5958198029763395,
            "uncertainty": 0.0,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353018,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.24939462640881532,
          "error_after": 0.24939462640881532,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.7567107307724654,
            "agency": 0.8191961595905013,
            "stability": 0.852273732656613,
            "uncertainty": 0.37703699835110455,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.7039107307724659,
            "agency": 0.8059961595905001,
            "stability": 0.8463985326566132,
            "uncertainty": 0.0,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353019,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.0979807354584336,
          "error_after": 0.0979807354584336,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.5023555053165183,
            "agency": 0.3148718230542727,
            "stability": 0.6440720004378817,
            "uncertainty": 0.3247301693772897,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.44955550531651817,
            "agency": 0.30167182305427215,
            "stability": 0.638196800437882,
            "uncertainty": 0.0,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353020,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.19152181258797643,
          "error_after": 0.19152181258797643,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.9265187892829999,
            "agency": 0.37236474173842,
            "stability": 0.34157043393934144,
            "uncertainty": 0.21769017300102858,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.8737187892830004,
            "agency": 0.35916474173841945,
            "stability": 0.33569523393934103,
            "uncertainty": 0.0,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353021,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.2308162836022675,
          "error_after": 0.2308162836022675,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.8909881418570875,
            "agency": 0.20861305318539963,
            "stability": 0.3848970315768383,
            "uncertainty": 0.2851457922253757,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.838188141857088,
            "agency": 0.1954130531853991,
            "stability": 0.3790218315768379,
            "uncertainty": 0.0,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353022,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.14458868908137082,
          "error_after": 0.14458868908137082,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.4654577828478068,
            "agency": 0.5663186706253327,
            "stability": 0.8642487252596764,
            "uncertainty": 0.7721558903111144,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.41265778284780663,
            "agency": 0.5531186706253315,
            "stability": 0.8583735252596767,
            "uncertainty": 0.0142662455774048,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        },
        {
          "seed": 353023,
          "events_materialized": 60,
          "feedback_deliveries_recorded": 60,
          "error_before": 0.11515610210970043,
          "error_after": 0.11515610210970043,
          "posterior_unchanged": true,
          "ordinary_state_changed": true,
          "ordinary_state_before": {
            "openness": 0.3085845434339717,
            "agency": 0.4447109256172553,
            "stability": 0.6697522051399574,
            "uncertainty": 0.6662014825735241,
            "adaptability": 1.0,
            "input_load": 0.0
          },
          "ordinary_state_after": {
            "openness": 0.2557845434339715,
            "agency": 0.43151092561725474,
            "stability": 0.6638770051399576,
            "uncertainty": 0.08335870594756194,
            "adaptability": 1.0,
            "input_load": 0.08399999999999994
          },
          "recurrent_without_model_learning": 60
        }
      ]
    },
    "cohen_complex_systems_probe": {
      "interpretation_boundary": {
        "biological_equivalence_claimed": false,
        "single_privileged_health_or_alignment_scalar_claimed": false,
        "critical_transition_claimed": false,
        "resilience_or_recovery_measured": false,
        "reason_recovery_not_measured": "the v1.0 engine has event-driven state updates but no calibrated autonomous recovery/return-to-attractor process"
      },
      "design_constraints": [
        "distributed multivariate state is retained",
        "perturbation response is measured from realized state transitions",
        "channel/modular context is preserved",
        "context dependence is tested rather than assumed universal",
        "scalar norms are descriptive and never authorization variables",
        "state inference is not treated as network identification"
      ],
      "state_dimensions": [
        "openness",
        "agency",
        "stability",
        "uncertainty",
        "adaptability",
        "input_load"
      ],
      "channel_intensity_runs": [
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "info",
          "intensity": 0.15,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.4797241079583764,
            "agency": 0.2039134201249108,
            "stability": 0.631929106635563,
            "uncertainty": 0.7171504123956306,
            "adaptability": 0.2657947264844552,
            "input_load": 0.021
          },
          "delta": {
            "openness": 0.0040000000000000036,
            "agency": -0.002062499999999995,
            "stability": -0.0008099999999999774,
            "uncertainty": -0.002728936599533438,
            "adaptability": 0.0,
            "input_load": 0.021
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.021664650959899473,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "resource",
          "intensity": 0.15,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.4771241079583764,
            "agency": 0.2039134201249108,
            "stability": 0.631578106635563,
            "uncertainty": 0.7141181773956305,
            "adaptability": 0.2657947264844552,
            "input_load": 0.021
          },
          "delta": {
            "openness": 0.0014000000000000123,
            "agency": -0.002062499999999995,
            "stability": -0.0011609999999999676,
            "uncertainty": -0.005761171599533488,
            "adaptability": 0.0,
            "input_load": 0.021
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.02194887071011334,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "authority",
          "intensity": 0.15,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.47332410795837637,
            "agency": 0.19772592012491078,
            "stability": 0.631065106635563,
            "uncertainty": 0.7141258723956306,
            "adaptability": 0.2657947264844552,
            "input_load": 0.021
          },
          "delta": {
            "openness": -0.0024000000000000132,
            "agency": -0.008250000000000007,
            "stability": -0.0016739999999999533,
            "uncertainty": -0.0057534765995334025,
            "adaptability": 0.0,
            "input_load": 0.021
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.02346757910355004,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "physical",
          "intensity": 0.15,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.47232410795837637,
            "agency": 0.2039134201249108,
            "stability": 0.630930106635563,
            "uncertainty": 0.7141278973956307,
            "adaptability": 0.2657947264844552,
            "input_load": 0.021
          },
          "delta": {
            "openness": -0.003400000000000014,
            "agency": -0.002062499999999995,
            "stability": -0.0018089999999999495,
            "uncertainty": -0.005751451599533386,
            "adaptability": 0.0,
            "input_load": 0.021
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.02220733173417678,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "ecology",
          "intensity": 0.15,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.4717241079583764,
            "agency": 0.2039134201249108,
            "stability": 0.630849106635563,
            "uncertainty": 0.7141291123956306,
            "adaptability": 0.2657947264844552,
            "input_load": 0.021
          },
          "delta": {
            "openness": -0.0040000000000000036,
            "agency": -0.002062499999999995,
            "stability": -0.0018899999999999473,
            "uncertainty": -0.005750236599533443,
            "adaptability": 0.0,
            "input_load": 0.021
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.022313476358483762,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "info",
          "intensity": 0.45,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.4797241079583764,
            "agency": 0.19978842012491077,
            "stability": 0.6303091066355629,
            "uncertainty": 0.7306747123956305,
            "adaptability": 0.2657947264844552,
            "input_load": 0.06300000000000001
          },
          "delta": {
            "openness": 0.0040000000000000036,
            "agency": -0.0061875000000000124,
            "stability": -0.0024300000000000432,
            "uncertainty": 0.010795363400466496,
            "adaptability": 0.0,
            "input_load": 0.06300000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.06438734291146152,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "resource",
          "intensity": 0.45,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.4771241079583764,
            "agency": 0.19978842012491077,
            "stability": 0.629256106635563,
            "uncertainty": 0.7215780073956306,
            "adaptability": 0.2657947264844552,
            "input_load": 0.06300000000000001
          },
          "delta": {
            "openness": 0.0014000000000000123,
            "agency": -0.0061875000000000124,
            "stability": -0.003483000000000014,
            "uncertainty": 0.0016986584004665684,
            "adaptability": 0.0,
            "input_load": 0.06300000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.06343707027922615,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "authority",
          "intensity": 0.45,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.47332410795837637,
            "agency": 0.1812259201249108,
            "stability": 0.627717106635563,
            "uncertainty": 0.7216010923956306,
            "adaptability": 0.2657947264844552,
            "input_load": 0.06300000000000001
          },
          "delta": {
            "openness": -0.0024000000000000132,
            "agency": -0.024749999999999994,
            "stability": -0.005021999999999971,
            "uncertainty": 0.0017217434004666021,
            "adaptability": 0.0,
            "input_load": 0.06300000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.06793752559769198,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "physical",
          "intensity": 0.45,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.47232410795837637,
            "agency": 0.19978842012491077,
            "stability": 0.627312106635563,
            "uncertainty": 0.7216071673956306,
            "adaptability": 0.2657947264844552,
            "input_load": 0.06300000000000001
          },
          "delta": {
            "openness": -0.003400000000000014,
            "agency": -0.0061875000000000124,
            "stability": -0.00542699999999996,
            "uncertainty": 0.001727818400466541,
            "adaptability": 0.0,
            "input_load": 0.06300000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.0636496884648699,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "ecology",
          "intensity": 0.45,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.4717241079583764,
            "agency": 0.19978842012491077,
            "stability": 0.627069106635563,
            "uncertainty": 0.7216108123956306,
            "adaptability": 0.2657947264844552,
            "input_load": 0.06300000000000001
          },
          "delta": {
            "openness": -0.0040000000000000036,
            "agency": -0.0061875000000000124,
            "stability": -0.005669999999999953,
            "uncertainty": 0.001731463400466593,
            "adaptability": 0.0,
            "input_load": 0.06300000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.06370582408035513,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "info",
          "intensity": 0.75,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.4797241079583764,
            "agency": 0.19566342012491078,
            "stability": 0.628689106635563,
            "uncertainty": 0.7441990123956306,
            "adaptability": 0.2657947264844552,
            "input_load": 0.10500000000000001
          },
          "delta": {
            "openness": 0.0040000000000000036,
            "agency": -0.010312500000000002,
            "stability": -0.004049999999999998,
            "uncertainty": 0.02431966340046654,
            "adaptability": 0.0,
            "input_load": 0.10500000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.10842138250438423,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "resource",
          "intensity": 0.75,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.4771241079583764,
            "agency": 0.19566342012491078,
            "stability": 0.626934106635563,
            "uncertainty": 0.7290378373956307,
            "adaptability": 0.2657947264844552,
            "input_load": 0.10500000000000001
          },
          "delta": {
            "openness": 0.0014000000000000123,
            "agency": -0.010312500000000002,
            "stability": -0.005804999999999949,
            "uncertainty": 0.009158488400466624,
            "adaptability": 0.0,
            "input_load": 0.10500000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.10607018238426613,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "authority",
          "intensity": 0.75,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.47332410795837637,
            "agency": 0.16472592012491077,
            "stability": 0.624369106635563,
            "uncertainty": 0.7290763123956306,
            "adaptability": 0.2657947264844552,
            "input_load": 0.10500000000000001
          },
          "delta": {
            "openness": -0.0024000000000000132,
            "agency": -0.04125000000000001,
            "stability": -0.008369999999999989,
            "uncertainty": 0.009196963400466607,
            "adaptability": 0.0,
            "input_load": 0.10500000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.11352076257579283,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "physical",
          "intensity": 0.75,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.47232410795837637,
            "agency": 0.19566342012491078,
            "stability": 0.623694106635563,
            "uncertainty": 0.7290864373956306,
            "adaptability": 0.2657947264844552,
            "input_load": 0.10500000000000001
          },
          "delta": {
            "openness": -0.003400000000000014,
            "agency": -0.010312500000000002,
            "stability": -0.00904499999999997,
            "uncertainty": 0.009207088400466579,
            "adaptability": 0.0,
            "input_load": 0.10500000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.10634608670780514,
          "delivery_realized": true
        },
        {
          "seed": 808080,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "ecology",
          "intensity": 0.75,
          "before": {
            "openness": 0.4757241079583764,
            "agency": 0.20597592012491078,
            "stability": 0.632739106635563,
            "uncertainty": 0.719879348995164,
            "adaptability": 0.2657947264844552,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.4717241079583764,
            "agency": 0.19566342012491078,
            "stability": 0.623289106635563,
            "uncertainty": 0.7290925123956307,
            "adaptability": 0.2657947264844552,
            "input_load": 0.10500000000000001
          },
          "delta": {
            "openness": -0.0040000000000000036,
            "agency": -0.010312500000000002,
            "stability": -0.009449999999999958,
            "uncertainty": 0.009213163400466629,
            "adaptability": 0.0,
            "input_load": 0.10500000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.10640269045514639,
          "delivery_realized": true
        }
      ],
      "context_runs": [
        {
          "seed": 808081,
          "target_primary": "human",
          "target_node": 0,
          "channel": "info",
          "intensity": 0.65,
          "before": {
            "openness": 0.31235274726059287,
            "agency": 0.790201697545126,
            "stability": 0.305366051918827,
            "uncertainty": 0.7230002830736338,
            "adaptability": 0.4372583971824497,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.31635274726059287,
            "agency": 0.781264197545126,
            "stability": 0.301856051918827,
            "uncertainty": 0.7477224422948514,
            "adaptability": 0.4372583971824497,
            "input_load": 0.09100000000000001
          },
          "delta": {
            "openness": 0.0040000000000000036,
            "agency": -0.008937500000000043,
            "stability": -0.003510000000000013,
            "uncertainty": 0.024722159221217566,
            "adaptability": 0.0,
            "input_load": 0.09100000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.09487035449922823,
          "delivery_realized": true
        },
        {
          "seed": 808081,
          "target_primary": "ai",
          "target_node": 20,
          "channel": "info",
          "intensity": 0.65,
          "before": {
            "openness": 0.948669799673371,
            "agency": 0.5915169961401261,
            "stability": 0.6987498584901913,
            "uncertainty": 0.41823488192167135,
            "adaptability": 0.9319285010453313,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.952669799673371,
            "agency": 0.582579496140126,
            "stability": 0.6952398584901913,
            "uncertainty": 0.4370562840443185,
            "adaptability": 0.9319285010453313,
            "input_load": 0.09100000000000001
          },
          "delta": {
            "openness": 0.0040000000000000036,
            "agency": -0.008937500000000043,
            "stability": -0.003510000000000013,
            "uncertainty": 0.018821402122647157,
            "adaptability": 0.0,
            "input_load": 0.09100000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.09350638579323013,
          "delivery_realized": true
        },
        {
          "seed": 808081,
          "target_primary": "institution",
          "target_node": 40,
          "channel": "info",
          "intensity": 0.65,
          "before": {
            "openness": 0.5338531661545858,
            "agency": 0.20516828621039168,
            "stability": 0.7677460721810347,
            "uncertainty": 0.6757117354311049,
            "adaptability": 0.5059955307515338,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.5378531661545858,
            "agency": 0.1962307862103917,
            "stability": 0.7642360721810347,
            "uncertainty": 0.6934981943483893,
            "adaptability": 0.5059955307515338,
            "input_load": 0.09100000000000001
          },
          "delta": {
            "openness": 0.0040000000000000036,
            "agency": -0.008937499999999987,
            "stability": -0.003510000000000013,
            "uncertainty": 0.017786458917284476,
            "adaptability": 0.0,
            "input_load": 0.09100000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.0933035751033488,
          "delivery_realized": true
        },
        {
          "seed": 808081,
          "target_primary": "economy",
          "target_node": 55,
          "channel": "info",
          "intensity": 0.65,
          "before": {
            "openness": 0.9244964595418423,
            "agency": 0.7083914554561488,
            "stability": 0.6552778590586967,
            "uncertainty": 0.24582250940147787,
            "adaptability": 0.5250805324641987,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.9284964595418423,
            "agency": 0.6994539554561487,
            "stability": 0.6517678590586967,
            "uncertainty": 0.2652959915155974,
            "adaptability": 0.5250805324641987,
            "input_load": 0.09100000000000001
          },
          "delta": {
            "openness": 0.0040000000000000036,
            "agency": -0.008937500000000043,
            "stability": -0.003510000000000013,
            "uncertainty": 0.019473482114119534,
            "adaptability": 0.0,
            "input_load": 0.09100000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.09363981798305109,
          "delivery_realized": true
        },
        {
          "seed": 808081,
          "target_primary": "ecosystem",
          "target_node": 70,
          "channel": "info",
          "intensity": 0.65,
          "before": {
            "openness": 0.8102066513849422,
            "agency": 0.31981773911975325,
            "stability": 0.30100501131964846,
            "uncertainty": 0.1556574447080493,
            "adaptability": 0.9402386086992919,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.8142066513849422,
            "agency": 0.31088023911975327,
            "stability": 0.29749501131964845,
            "uncertainty": 0.18044501953825456,
            "adaptability": 0.9402386086992919,
            "input_load": 0.09100000000000001
          },
          "delta": {
            "openness": 0.0040000000000000036,
            "agency": -0.008937499999999987,
            "stability": -0.003510000000000013,
            "uncertainty": 0.024787574830205272,
            "adaptability": 0.0,
            "input_load": 0.09100000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.09488742209699359,
          "delivery_realized": true
        },
        {
          "seed": 808081,
          "target_primary": "infra",
          "target_node": 85,
          "channel": "info",
          "intensity": 0.65,
          "before": {
            "openness": 0.260740408487618,
            "agency": 0.6484278192394413,
            "stability": 0.6978002796531655,
            "uncertainty": 0.6233851053519174,
            "adaptability": 0.8441321818623692,
            "input_load": 0.0
          },
          "after": {
            "openness": 0.264740408487618,
            "agency": 0.6394903192394412,
            "stability": 0.6942902796531655,
            "uncertainty": 0.6422207511571199,
            "adaptability": 0.8441321818623692,
            "input_load": 0.09100000000000001
          },
          "delta": {
            "openness": 0.0040000000000000036,
            "agency": -0.008937500000000043,
            "stability": -0.003510000000000013,
            "uncertainty": 0.018835645805202472,
            "adaptability": 0.0,
            "input_load": 0.09100000000000001
          },
          "changed_dimensions": 5,
          "state_signature_l2": 0.09350925386906392,
          "delivery_realized": true
        }
      ],
      "distinct_channel_intensity_signatures": 15,
      "context_uncertainty_delta_range": 0.007001115912920797,
      "context_response_norm_range": 0.0015838469936447913,
      "all_deliveries_realized": true,
      "multivariate_response_present": true,
      "pass": true
    },
    "audit_counterfactual_experiment": {
      "no_gate": {
        "n": 48,
        "mean_output_events": 6.229166666666667,
        "mean_total_deliveries": 12.75,
        "mean_deliveries_from_posthoc_blocked_outputs": 9.208333333333334
      },
      "recursive_audit": {
        "n": 48,
        "mean_output_events": 20.979166666666668,
        "mean_total_deliveries": 0.4791666666666667,
        "mean_deliveries_from_posthoc_blocked_outputs": 0.08333333333333333
      }
    },
    "deterministic_replay_experiment": {
      "hash_run_1": "678c58af432f680cbb2187a57707e78652a506a0d9b1a7ecddc0448286c67418",
      "hash_run_2": "678c58af432f680cbb2187a57707e78652a506a0d9b1a7ecddc0448286c67418",
      "identical": true
    },
    "baseline": {
      "seed": 20260909,
      "root_event": 1,
      "events_total": 180,
      "output_events": 36,
      "governance_events": 144,
      "postmortem_events": 36,
      "audit_packets": 144,
      "multi_cause_events": 141,
      "initial_network_model_error": 0.18101876703133718,
      "final_network_model_error": 0.18050228252894474,
      "invariants": {
        "pass": true,
        "failures": [],
        "events": 180,
        "audits": 144
      },
      "run_status": {
        "time": 2.2792485764715824,
        "events": 180,
        "event_budget": 180,
        "event_budget_reached": true,
        "pending_deliveries": 0,
        "next_delivery_time": null
      },
      "roles": {
        "actor": 21,
        "primary_auditor": 25,
        "power_auditor": 45,
        "human_gate": 4,
        "lens_steward": 46
      }
    }
  }
}