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        "watertight_rate": 1.0,
        "selected_iterations": {
          "gso_000_input4": 0,
          "gso_002_input4": 0,
          "gso_008_input4": 0
        },
        "selected_lambdas": {
          "gso_000_input4": 1.0,
          "gso_002_input4": 1.0,
          "gso_008_input4": 1.0
        }
      },
      "a65_min_region_spread": {
        "policy": "a65_min_region_spread",
        "case_count": 3,
        "mean_delta_chamfer_vs_carrier": -0.00011266993111855306,
        "mean_delta_fscore_vs_carrier": 7.741995798552874e-05,
        "mean_faces": 355229.3333333333,
        "watertight_rate": 1.0,
        "selected_iterations": {
          "gso_000_input4": 3,
          "gso_002_input4": 8,
          "gso_008_input4": 1
        },
        "selected_lambdas": {
          "gso_000_input4": 1.0,
          "gso_002_input4": 1.0,
          "gso_008_input4": 1.0
        }
      },
      "a66_strict_visible_stop": {
        "policy": "a66_strict_visible_stop",
        "case_count": 3,
        "mean_delta_chamfer_vs_carrier": -9.522908511934899e-07,
        "mean_delta_fscore_vs_carrier": -0.0005368970280016742,
        "mean_faces": 355229.3333333333,
        "watertight_rate": 1.0,
        "selected_iterations": {
          "gso_000_input4": 1,
          "gso_002_input4": 0,
          "gso_008_input4": 0
        },
        "selected_lambdas": {
          "gso_000_input4": 1.0,
          "gso_002_input4": 1.0,
          "gso_008_input4": 1.0
        }
      },
      "a66_uncertainty_damped_budget": {
        "policy": "a66_uncertainty_damped_budget",
        "case_count": 3,
        "mean_delta_chamfer_vs_carrier": -0.0004090911015402626,
        "mean_delta_fscore_vs_carrier": -0.0006439499805592311,
        "mean_faces": 355229.3333333333,
        "watertight_rate": 1.0,
        "selected_iterations": {
          "gso_000_input4": 8,
          "gso_002_input4": 8,
          "gso_008_input4": 1
        },
        "selected_lambdas": {
          "gso_000_input4": 1.0,
          "gso_002_input4": 1.0,
          "gso_008_input4": 0.125
        }
      },
      "gt_chamfer_oracle": {
        "policy": "gt_chamfer_oracle",
        "case_count": 3,
        "mean_delta_chamfer_vs_carrier": 0.00024341684990130305,
        "mean_delta_fscore_vs_carrier": 0.0029063091871612545,
        "mean_faces": 355229.3333333333,
        "watertight_rate": 1.0,
        "selected_iterations": {
          "gso_000_input4": 3,
          "gso_002_input4": 8,
          "gso_008_input4": 8
        },
        "selected_lambdas": {
          "gso_000_input4": 1.0,
          "gso_002_input4": 1.0,
          "gso_008_input4": 1.0
        }
      }
    },
    "best_no_gt_policy": "a66_uncertainty_damped_budget",
    "best_no_gt_delta_chamfer_vs_carrier": -0.0004090911015402626,
    "best_no_gt_delta_fscore_vs_carrier": -0.0006439499805592311,
    "gt_chamfer_oracle_delta_chamfer_vs_carrier": 0.00024341684990130305,
    "a65_best_delta_chamfer_vs_carrier": -0.00011266993111855306,
    "a66_budget_gap_to_gt_chamfer": -0.0006525079514415657,
    "strict_visible_stop_delta_chamfer": -9.522908511934899e-07,
    "saturated_damp_lambda": 0.125,
    "region_spread_budget": 0.00125,
    "recommended_next_signal": "per_vertex_visible_damage_damping_inside_sparse_sampler"
  },
  "conclusion": {
    "status": "uncertainty_conditioning_validated_as_design_constraint",
    "summary": "A66 shows a strict visible-damage veto is too conservative, while uncertainty-conditioned regional budgeting can improve over A65 on the active replay. The important design constraint is that saturated-conflict cases need damped updates, not full acceptance or pure rejection."
  }
}