{
  "experiment": "A70_10case_adaptive_router_expansion",
  "protocol": {
    "type": "retrospective_10case_router_expansion",
    "inputs": [
      "A51 10-case carrier readiness",
      "A52 routed depth-sign residual selector",
      "A53 multi-objective saturation guard",
      "A68 active adaptive lambda router",
      "A69 leave-one-out adaptive lambda router"
    ],
    "active_policy_source_cases": [
      "gso_000_input4",
      "gso_002_input4",
      "gso_008_input4"
    ],
    "defer_policy": "carrier_control",
    "joint_score": "delta_chamfer_vs_carrier - 0.08 * delta_fscore_vs_carrier; lower is better",
    "limitation": "A70 compares A52/A53 selector summaries with A68/A69 replay deltas; active policies were not regenerated in a unified sampler run."
  },
  "aggregate": {
    "case_count": 10,
    "active_case_count": 3,
    "defer_case_count": 7,
    "route_counts_from_a51": {
      "ready_standard_depth_sign": 1,
      "ready_but_defer_low_conflict": 5,
      "ready_high_value_depth_sign": 2,
      "defer_carrier_not_ready": 2
    },
    "a52_mean_delta_chamfer_vs_carrier": -8.289246408093448e-05,
    "a52_mean_delta_fscore_vs_carrier": 0.0013260510229787775,
    "a53_mean_delta_chamfer_vs_carrier": -0.00020876201152239955,
    "a53_mean_delta_fscore_vs_carrier": 0.0007282644118673132,
    "a70_a68_mean_delta_chamfer_vs_carrier": -0.00015473157358079776,
    "a70_a68_mean_delta_fscore_vs_carrier": 0.0008141994459620494,
    "a70_a69_mean_delta_chamfer_vs_carrier": -0.0001299113890437076,
    "a70_a69_mean_delta_fscore_vs_carrier": 0.0007168190346142689,
    "a70_a68_false_activation_count": 0,
    "a70_a69_false_activation_count": 0,
    "best_by_joint": "a53_saturation_guard_signed_selector",
    "best_by_chamfer": "a53_saturation_guard_signed_selector",
    "best_by_fscore": "a52_original_selector",
    "a70_a68_delta_chamfer_vs_a52": -7.183910949986328e-05,
    "a70_a68_delta_fscore_vs_a52": -0.000511851577016728,
    "a70_a68_delta_chamfer_vs_a53": 5.403043794160179e-05,
    "a70_a68_delta_fscore_vs_a53": 8.593503409473624e-05,
    "source_mismatch_warning": "A70 compares A52/A53 selector summaries with A68/A69 replay deltas; active policies were not regenerated in a unified sampler run.",
    "recommended_next_signal": "A71 should turn the active-only retrospective router into a true 10-case same-seed generation/evaluation pass or train a continuous lambda predictor."
  },
  "method_summaries": {
    "a52_original_selector": {
      "selector": "a52_original_selector",
      "case_count": 10,
      "active_case_count": 3,
      "defer_case_count": 7,
      "mean_delta_chamfer_vs_carrier": -8.289246408093448e-05,
      "mean_delta_fscore_vs_carrier": 0.0013260510229787775,
      "mean_joint_score": -0.00018897654591923667,
      "active_mean_delta_chamfer_vs_carrier": -0.0002763082136031149,
      "active_mean_delta_fscore_vs_carrier": 0.004420170076595925,
      "active_mean_joint_score": -0.0006299218197307889,
      "defer_mean_delta_chamfer_vs_carrier": 0.0,
      "defer_mean_delta_fscore_vs_carrier": 0.0,
      "false_activation_count": 0,
      "false_activation_cases": [],
      "selected_policy_counts": {
        "carrier_control": 7,
        "depth_outward_only": 1,
        "depth_signed_strong": 2
      },
      "output_obj_count": 10
    },
    "a53_saturation_guard_signed_selector": {
      "selector": "a53_saturation_guard_signed_selector",
      "case_count": 10,
      "active_case_count": 3,
      "defer_case_count": 7,
      "mean_delta_chamfer_vs_carrier": -0.00020876201152239955,
      "mean_delta_fscore_vs_carrier": 0.0007282644118673132,
      "mean_joint_score": -0.0002670231644717846,
      "active_mean_delta_chamfer_vs_carrier": -0.0006958733717413318,
      "active_mean_delta_fscore_vs_carrier": 0.0024275480395577107,
      "active_mean_joint_score": -0.0008900772149059486,
      "defer_mean_delta_chamfer_vs_carrier": 0.0,
      "defer_mean_delta_fscore_vs_carrier": 0.0,
      "false_activation_count": 0,
      "false_activation_cases": [],
      "selected_policy_counts": {
        "carrier_control": 8,
        "depth_signed_strong": 2
      },
      "output_obj_count": 10
    },
    "a70_a68_active_only_router_10case": {
      "selector": "a70_a68_active_only_router_10case",
      "case_count": 10,
      "active_case_count": 3,
      "defer_case_count": 7,
      "mean_delta_chamfer_vs_carrier": -0.00015473157358079776,
      "mean_delta_fscore_vs_carrier": 0.0008141994459620494,
      "mean_joint_score": -0.00021986752925776172,
      "active_mean_delta_chamfer_vs_carrier": -0.0005157719119359925,
      "active_mean_delta_fscore_vs_carrier": 0.0027139981532068314,
      "active_mean_joint_score": -0.0007328917641925391,
      "defer_mean_delta_chamfer_vs_carrier": 0.0,
      "defer_mean_delta_fscore_vs_carrier": 0.0,
      "false_activation_count": 0,
      "false_activation_cases": [],
      "selected_policy_counts": {
        "a66_uncertainty_damped_budget": 1,
        "a67_coverage_friendly_damping": 1,
        "a67_visible_preserving_damping": 1,
        "carrier_control": 7
      },
      "output_obj_count": 10
    },
    "a70_a69_loo_active_only_router_10case": {
      "selector": "a70_a69_loo_active_only_router_10case",
      "case_count": 10,
      "active_case_count": 3,
      "defer_case_count": 7,
      "mean_delta_chamfer_vs_carrier": -0.0001299113890437076,
      "mean_delta_fscore_vs_carrier": 0.0007168190346142689,
      "mean_joint_score": -0.00018725691181284909,
      "active_mean_delta_chamfer_vs_carrier": -0.0004330379634790253,
      "active_mean_delta_fscore_vs_carrier": 0.002389396782047563,
      "active_mean_joint_score": -0.0006241897060428304,
      "defer_mean_delta_chamfer_vs_carrier": 0.0,
      "defer_mean_delta_fscore_vs_carrier": 0.0,
      "false_activation_count": 0,
      "false_activation_cases": [],
      "selected_policy_counts": {
        "a66_uncertainty_damped_budget": 2,
        "a67_coverage_friendly_damping": 1,
        "carrier_control": 7
      },
      "output_obj_count": 7
    }
  },
  "case_rows": [
    {
      "selector": "a70_a68_active_only_router_10case",
      "case_id": "gso_000_input4",
      "source": "a68_active_policy_pool",
      "active_residual": true,
      "a51_route": "ready_standard_depth_sign",
      "selected_policy": "a66_uncertainty_damped_budget",
      "selected_variant": "a66_uncertainty_damped_budget",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a67_per_region_vertex_damping_audit/gso_000_input4/mesh_a66_uncertainty_damped_budget_iter008.obj",
      "delta_chamfer_vs_carrier": -0.00038265854144264866,
      "delta_fscore_vs_carrier": -0.0007731059969388054,
      "joint_score": -0.0003208100616875442,
      "false_activation": false,
      "face_surface_conflict_ratio": 0.13057790782735917,
      "face_unobserved_closable_ratio": 0.23591806876371615,
      "mean_face_confidence": 0.9109728932380676,
      "selected_reasons": [
        "low/moderate conflict with enough unobserved/completion room",
        "keep A66 global damping because fixed per-region lambdas over-damp"
      ]
    },
    {
      "selector": "a70_a68_active_only_router_10case",
      "case_id": "gso_001_input4",
      "source": "carrier_defer_no_activation",
      "active_residual": false,
      "a51_route": "ready_but_defer_low_conflict",
      "selected_policy": "carrier_control",
      "selected_variant": "carrier_control",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a51_10case_topology_carrier_readiness/gso_001_input4/carrier_repair_hybrid.obj",
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      "selected_reasons": [
        "a70_defer_case_kept_carrier"
      ]
    },
    {
      "selector": "a70_a68_active_only_router_10case",
      "case_id": "gso_002_input4",
      "source": "a68_active_policy_pool",
      "active_residual": true,
      "a51_route": "ready_high_value_depth_sign",
      "selected_policy": "a67_visible_preserving_damping",
      "selected_variant": "a67_visible_preserving_damping",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a67_per_region_vertex_damping_audit/gso_002_input4/mesh_a67_visible_preserving_damping_iter008.obj",
      "delta_chamfer_vs_carrier": -0.0010876319968001896,
      "delta_fscore_vs_carrier": 0.00783694523215428,
      "joint_score": -0.001714587615372532,
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      "selected_reasons": [
        "moderate conflict and low unobserved region",
        "preserve visible vertices while allowing conflict correction"
      ]
    },
    {
      "selector": "a70_a68_active_only_router_10case",
      "case_id": "gso_003_input4",
      "source": "carrier_defer_no_activation",
      "active_residual": false,
      "a51_route": "defer_carrier_not_ready",
      "selected_policy": "carrier_control",
      "selected_variant": "carrier_control",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a51_10case_topology_carrier_readiness/gso_003_input4/carrier_repair_hybrid.obj",
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      "selected_reasons": [
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    },
    {
      "selector": "a70_a68_active_only_router_10case",
      "case_id": "gso_004_input4",
      "source": "carrier_defer_no_activation",
      "active_residual": false,
      "a51_route": "ready_but_defer_low_conflict",
      "selected_policy": "carrier_control",
      "selected_variant": "carrier_control",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a51_10case_topology_carrier_readiness/gso_004_input4/carrier_repair_hybrid.obj",
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    },
    {
      "selector": "a70_a68_active_only_router_10case",
      "case_id": "gso_005_input4",
      "source": "carrier_defer_no_activation",
      "active_residual": false,
      "a51_route": "ready_but_defer_low_conflict",
      "selected_policy": "carrier_control",
      "selected_variant": "carrier_control",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a51_10case_topology_carrier_readiness/gso_005_input4/carrier_repair_hybrid.obj",
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      "mean_face_confidence": 1.0,
      "selected_reasons": [
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    },
    {
      "selector": "a70_a68_active_only_router_10case",
      "case_id": "gso_006_input4",
      "source": "carrier_defer_no_activation",
      "active_residual": false,
      "a51_route": "defer_carrier_not_ready",
      "selected_policy": "carrier_control",
      "selected_variant": "carrier_control",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a51_10case_topology_carrier_readiness/gso_006_input4/carrier_repair_hybrid.obj",
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      "source": "carrier_defer_no_activation",
      "active_residual": false,
      "a51_route": "ready_but_defer_low_conflict",
      "selected_policy": "carrier_control",
      "selected_variant": "carrier_control",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a51_10case_topology_carrier_readiness/gso_007_input4/carrier_repair_hybrid.obj",
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      "selected_reasons": [
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      "source": "a68_active_policy_pool",
      "active_residual": true,
      "a51_route": "ready_high_value_depth_sign",
      "selected_policy": "a67_coverage_friendly_damping",
      "selected_variant": "a67_coverage_friendly_damping",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a67_per_region_vertex_damping_audit/gso_008_input4/mesh_a67_coverage_friendly_damping_iter001.obj",
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        "choose coverage-friendly micro damping to avoid full-step local damage"
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    },
    {
      "selector": "a70_a68_active_only_router_10case",
      "case_id": "gso_009_input4",
      "source": "carrier_defer_no_activation",
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      "selected_policy": "carrier_control",
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      "selector": "a70_a69_loo_active_only_router_10case",
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      "source": "a69_loo_policy_pool",
      "active_residual": true,
      "a51_route": "ready_high_value_depth_sign",
      "selected_policy": "a66_uncertainty_damped_budget",
      "selected_variant": "a66_uncertainty_damped_budget",
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      "selected_reasons": []
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      "selector": "a70_a69_loo_active_only_router_10case",
      "case_id": "gso_003_input4",
      "source": "carrier_defer_no_activation",
      "active_residual": false,
      "a51_route": "defer_carrier_not_ready",
      "selected_policy": "carrier_control",
      "selected_variant": "carrier_control",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a51_10case_topology_carrier_readiness/gso_003_input4/carrier_repair_hybrid.obj",
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    {
      "selector": "a70_a69_loo_active_only_router_10case",
      "case_id": "gso_004_input4",
      "source": "carrier_defer_no_activation",
      "active_residual": false,
      "a51_route": "ready_but_defer_low_conflict",
      "selected_policy": "carrier_control",
      "selected_variant": "carrier_control",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a51_10case_topology_carrier_readiness/gso_004_input4/carrier_repair_hybrid.obj",
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      "selected_reasons": [
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      ]
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    {
      "selector": "a70_a69_loo_active_only_router_10case",
      "case_id": "gso_005_input4",
      "source": "carrier_defer_no_activation",
      "active_residual": false,
      "a51_route": "ready_but_defer_low_conflict",
      "selected_policy": "carrier_control",
      "selected_variant": "carrier_control",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a51_10case_topology_carrier_readiness/gso_005_input4/carrier_repair_hybrid.obj",
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      "mean_face_confidence": 1.0,
      "selected_reasons": [
        "a70_defer_case_kept_carrier"
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    },
    {
      "selector": "a70_a69_loo_active_only_router_10case",
      "case_id": "gso_006_input4",
      "source": "carrier_defer_no_activation",
      "active_residual": false,
      "a51_route": "defer_carrier_not_ready",
      "selected_policy": "carrier_control",
      "selected_variant": "carrier_control",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a51_10case_topology_carrier_readiness/gso_006_input4/carrier_repair_hybrid.obj",
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      "selected_reasons": [
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    {
      "selector": "a70_a69_loo_active_only_router_10case",
      "case_id": "gso_007_input4",
      "source": "carrier_defer_no_activation",
      "active_residual": false,
      "a51_route": "ready_but_defer_low_conflict",
      "selected_policy": "carrier_control",
      "selected_variant": "carrier_control",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a51_10case_topology_carrier_readiness/gso_007_input4/carrier_repair_hybrid.obj",
      "delta_chamfer_vs_carrier": 0.0,
      "delta_fscore_vs_carrier": 0.0,
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      "selected_reasons": [
        "a70_defer_case_kept_carrier"
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    },
    {
      "selector": "a70_a69_loo_active_only_router_10case",
      "case_id": "gso_008_input4",
      "source": "a69_loo_policy_pool",
      "active_residual": true,
      "a51_route": "ready_high_value_depth_sign",
      "selected_policy": "a67_coverage_friendly_damping",
      "selected_variant": "a67_coverage_friendly_damping",
      "selected_obj": null,
      "delta_chamfer_vs_carrier": -7.702519756513926e-05,
      "delta_fscore_vs_carrier": 0.0010781552244050197,
      "joint_score": -0.00016327761551754083,
      "false_activation": false,
      "face_surface_conflict_ratio": 0.705046171832163,
      "face_unobserved_closable_ratio": 0.00020652323567562083,
      "mean_face_confidence": 0.9430710673332214,
      "selected_reasons": []
    },
    {
      "selector": "a70_a69_loo_active_only_router_10case",
      "case_id": "gso_009_input4",
      "source": "carrier_defer_no_activation",
      "active_residual": false,
      "a51_route": "ready_but_defer_low_conflict",
      "selected_policy": "carrier_control",
      "selected_variant": "carrier_control",
      "selected_obj": "/home/jiachen/TRELLIS/experiments/nonorthogonal_gpt_orthoview/outputs/data_survey/vggt_spatial_adapter/support_guidance_a51_10case_topology_carrier_readiness/gso_009_input4/carrier_repair_hybrid.obj",
      "delta_chamfer_vs_carrier": 0.0,
      "delta_fscore_vs_carrier": 0.0,
      "joint_score": 0.0,
      "false_activation": false,
      "face_surface_conflict_ratio": 0.017567275088377462,
      "face_unobserved_closable_ratio": 0.0,
      "mean_face_confidence": 0.9783636927604675,
      "selected_reasons": [
        "a70_defer_case_kept_carrier"
      ]
    }
  ],
  "conclusion": [
    "A70 expands A68/A69 to the 10-case route set by activating only the three A51 active residual cases and keeping the other seven cases on carrier_control.",
    "The conservative active-only router has zero false activation on low-conflict/defer cases.",
    "A70-A68 improves all-10 mean Chamfer more than A52 and keeps F@5 positive, but it does not dominate A52 on F@5.",
    "A70-A69 LOO is weaker than full A68 but remains a useful conservative validation signal.",
    "Because A68/A69 active policies are replay/counterfactual results, A70 should be treated as a routing audit rather than final benchmark evidence."
  ],
  "next_steps": [
    "A71: run a same-seed 10-case generation/evaluation pass for the adaptive router instead of mixing audit sources.",
    "Replace hard thresholds with a continuous lambda predictor trained on conflict, unobserved, visible residual, and multi-view consistency features.",
    "Add a no-GT silhouette recall proxy to reduce reliance on retrospective GT F-score when choosing lambda."
  ]
}