{
  "status": "completed",
  "executed_at_utc": "2026-10-14T18:40:30.801250+00:00",
  "config_sha256": "08b22e884c4991ecb7c932af7f18da29ac1f6dbb224f5fdc01dfe7a25579e456",
  "source_hashes": {
    "pilot.py": "bccabe4de494ffe0dc9253143934c8c66c529894751fd08a657fe2ced68529e4",
    "learner.py": "8feebf117a67b5c8e681f4e7fdf93741b30517dd34b955c05f9c5e7802432c2c",
    "builder.py": "68df3288e73c4bf14e20dbdac4ca1851ece6e2578b031797ddbc28a04096d71a",
    "task.py": "8c3745540a92029888ef9aede38643a1d5e69b01986f00060662943c95bbafac"
  },
  "numpy_version": "2.3.5",
  "python": "3.12.14",
  "seed_groups": [
    {
      "zero_step_trained_parent": {
        "reset": {
          "max_output_error": 0.0,
          "max_old_state_delay_error": 0.0
        },
        "carry": {
          "max_output_error": 0.0,
          "max_old_state_delay_error": 0.0
        }
      },
      "parent_history_wall_seconds": 0.050701165571808815,
      "parent_history_cpu_seconds": 0.05062599999999999,
      "scratch_history_wall_seconds": 0.08544600009918213,
      "scratch_history_cpu_seconds": 0.08539100000000001,
      "seed_group": 101,
      "parent_training_events": 4096,
      "parent_learning_mac_equivalents": 2967104,
      "arms": {
        "continue-parent": {
          "curves": [
            {
              "seed_group": 101,
              "arm": "continue-parent",
              "adaptation_episodes": 0,
              "adaptation_events": 0,
              "adaptation_mac_equivalents": 0,
              "old_accuracy": 0.7206305442339966,
              "new_accuracy": 0.6627513244745528,
              "old_loss": 0.3212597973409425,
              "new_loss": 0.48288219751603334
            },
            {
              "seed_group": 101,
              "arm": "continue-parent",
              "adaptation_episodes": 8,
              "adaptation_events": 1024,
              "adaptation_mac_equivalents": 735616,
              "old_accuracy": 0.7641752577319587,
              "new_accuracy": 0.6629076558971687,
              "old_loss": 0.32190091502419343,
              "new_loss": 0.4115715910554431
            },
            {
              "seed_group": 101,
              "arm": "continue-parent",
              "adaptation_episodes": 16,
              "adaptation_events": 2048,
              "adaptation_mac_equivalents": 1474368,
              "old_accuracy": 0.7206305442339966,
              "new_accuracy": 0.6629432104394649,
              "old_loss": 0.32434820896244887,
              "new_loss": 0.3943224844336577
            },
            {
              "seed_group": 101,
              "arm": "continue-parent",
              "adaptation_episodes": 32,
              "adaptation_events": 4096,
              "adaptation_mac_equivalents": 2946048,
              "old_accuracy": 0.7206305442339966,
              "new_accuracy": 0.6655473771061317,
              "old_loss": 0.3190680231790499,
              "new_loss": 0.39306018237789586
            }
          ],
          "adaptation_plus_evaluation_wall_seconds": 0.08126549981534481,
          "adaptation_plus_evaluation_cpu_seconds": 0.08122500000000002,
          "added_branch_ablation": null,
          "adaptation_training_events": 4096,
          "adaptation_mac_equivalents": 2946048,
          "parameters": 328,
          "state_scalars": 16,
          "historical_events_charged": 4096,
          "historical_compute_charged": 2967104,
          "matching": "same supervision; grown/continued share actual parent; scratch repeats actual history. Compute and elapsed time not matched."
        },
        "ordinary-growth": {
          "curves": [
            {
              "seed_group": 101,
              "arm": "ordinary-growth",
              "adaptation_episodes": 0,
              "adaptation_events": 0,
              "adaptation_mac_equivalents": 0,
              "old_accuracy": 0.7206305442339966,
              "new_accuracy": 0.6627513244745528,
              "old_loss": 0.3212597973409425,
              "new_loss": 0.48288219751603334
            },
            {
              "seed_group": 101,
              "arm": "ordinary-growth",
              "adaptation_episodes": 8,
              "adaptation_events": 1024,
              "adaptation_mac_equivalents": 1063168,
              "old_accuracy": 0.7641752577319587,
              "new_accuracy": 0.6395990750390829,
              "old_loss": 0.32256646340986245,
              "new_loss": 0.4005708050358191
            },
            {
              "seed_group": 101,
              "arm": "ordinary-growth",
              "adaptation_episodes": 16,
              "adaptation_events": 2048,
              "adaptation_mac_equivalents": 2130816,
              "old_accuracy": 0.7206305442339966,
              "new_accuracy": 0.6656844385096404,
              "old_loss": 0.32514502304425996,
              "new_loss": 0.39027011809709156
            },
            {
              "seed_group": 101,
              "arm": "ordinary-growth",
              "adaptation_episodes": 32,
              "adaptation_events": 4096,
              "adaptation_mac_equivalents": 4257792,
              "old_accuracy": 0.7206305442339966,
              "new_accuracy": 0.6600182386659719,
              "old_loss": 0.31761590436302156,
              "new_loss": 0.3912628036514033
            }
          ],
          "adaptation_plus_evaluation_wall_seconds": 0.148158417083323,
          "adaptation_plus_evaluation_cpu_seconds": 0.14787700000000004,
          "added_branch_ablation": {
            "old": {
              "accuracy": 0.7206305442339966,
              "loss": 0.31926371576457246,
              "queries": 366
            },
            "new": {
              "accuracy": 0.6683078751954142,
              "loss": 0.403356928964009,
              "queries": 387
            }
          },
          "adaptation_training_events": 4096,
          "adaptation_mac_equivalents": 4257792,
          "parameters": 476,
          "state_scalars": 24,
          "historical_events_charged": 4096,
          "historical_compute_charged": 2967104,
          "matching": "same supervision; grown/continued share actual parent; scratch repeats actual history. Compute and elapsed time not matched."
        },
        "scratch-child": {
          "curves": [
            {
              "seed_group": 101,
              "arm": "scratch-child",
              "adaptation_episodes": 0,
              "adaptation_events": 0,
              "adaptation_mac_equivalents": 0,
              "old_accuracy": 0.7206305442339966,
              "new_accuracy": 0.6599085895431648,
              "old_loss": 0.3154942560323846,
              "new_loss": 0.414121349084228
            },
            {
              "seed_group": 101,
              "arm": "scratch-child",
              "adaptation_episodes": 8,
              "adaptation_events": 1024,
              "adaptation_mac_equivalents": 1063168,
              "old_accuracy": 0.7499700311675858,
              "new_accuracy": 0.6654103157026229,
              "old_loss": 0.3146536362984247,
              "new_loss": 0.38429497785400035
            },
            {
              "seed_group": 101,
              "arm": "scratch-child",
              "adaptation_episodes": 16,
              "adaptation_events": 2048,
              "adaptation_mac_equivalents": 2130816,
              "old_accuracy": 0.7499700311675858,
              "new_accuracy": 0.6807500651380928,
              "old_loss": 0.3182230625324002,
              "new_loss": 0.3729375944461267
            },
            {
              "seed_group": 101,
              "arm": "scratch-child",
              "adaptation_episodes": 32,
              "adaptation_events": 4096,
              "adaptation_mac_equivalents": 4257792,
              "old_accuracy": 0.7499700311675858,
              "new_accuracy": 0.7067176372242487,
              "old_loss": 0.31091285326926166,
              "new_loss": 0.36906256245860697
            }
          ],
          "adaptation_plus_evaluation_wall_seconds": 0.13164804130792618,
          "adaptation_plus_evaluation_cpu_seconds": 0.13150200000000006,
          "added_branch_ablation": null,
          "adaptation_training_events": 4096,
          "adaptation_mac_equivalents": 4257792,
          "parameters": 476,
          "state_scalars": 24,
          "historical_events_charged": 4096,
          "historical_compute_charged": 4287872,
          "matching": "same supervision; grown/continued share actual parent; scratch repeats actual history. Compute and elapsed time not matched."
        }
      }
    },
    {
      "zero_step_trained_parent": {
        "reset": {
          "max_output_error": 0.0,
          "max_old_state_delay_error": 0.0
        },
        "carry": {
          "max_output_error": 0.0,
          "max_old_state_delay_error": 0.0
        }
      },
      "parent_history_wall_seconds": 0.0501569164916873,
      "parent_history_cpu_seconds": 0.05012000000000005,
      "scratch_history_wall_seconds": 0.08741295803338289,
      "scratch_history_cpu_seconds": 0.08729200000000004,
      "seed_group": 202,
      "parent_training_events": 4096,
      "parent_learning_mac_equivalents": 2944256,
      "arms": {
        "continue-parent": {
          "curves": [
            {
              "seed_group": 202,
              "arm": "continue-parent",
              "adaptation_episodes": 0,
              "adaptation_events": 0,
              "adaptation_mac_equivalents": 0,
              "old_accuracy": 0.7636937804463577,
              "new_accuracy": 0.7439274322169059,
              "old_loss": 0.32347392313149975,
              "new_loss": 0.3800200516108866
            },
            {
              "seed_group": 202,
              "arm": "continue-parent",
              "adaptation_episodes": 8,
              "adaptation_events": 1024,
              "adaptation_mac_equivalents": 749056,
              "old_accuracy": 0.7636937804463577,
              "new_accuracy": 0.7439274322169059,
              "old_loss": 0.31987088244574885,
              "new_loss": 0.36630432441522576
            },
            {
              "seed_group": 202,
              "arm": "continue-parent",
              "adaptation_episodes": 16,
              "adaptation_events": 2048,
              "adaptation_mac_equivalents": 1483776,
              "old_accuracy": 0.7636937804463577,
              "new_accuracy": 0.7414274322169059,
              "old_loss": 0.31916418457137796,
              "new_loss": 0.36113451988740364
            },
            {
              "seed_group": 202,
              "arm": "continue-parent",
              "adaptation_episodes": 32,
              "adaptation_events": 4096,
              "adaptation_mac_equivalents": 2954112,
              "old_accuracy": 0.7636937804463577,
              "new_accuracy": 0.7022607655502393,
              "old_loss": 0.3209481262954229,
              "new_loss": 0.35261292115825665
            }
          ],
          "adaptation_plus_evaluation_wall_seconds": 0.08425700012594461,
          "adaptation_plus_evaluation_cpu_seconds": 0.08410200000000001,
          "added_branch_ablation": null,
          "adaptation_training_events": 4096,
          "adaptation_mac_equivalents": 2954112,
          "parameters": 328,
          "state_scalars": 16,
          "historical_events_charged": 4096,
          "historical_compute_charged": 2944256,
          "matching": "same supervision; grown/continued share actual parent; scratch repeats actual history. Compute and elapsed time not matched."
        },
        "ordinary-growth": {
          "curves": [
            {
              "seed_group": 202,
              "arm": "ordinary-growth",
              "adaptation_episodes": 0,
              "adaptation_events": 0,
              "adaptation_mac_equivalents": 0,
              "old_accuracy": 0.7636937804463577,
              "new_accuracy": 0.7439274322169059,
              "old_loss": 0.32347392313149975,
              "new_loss": 0.3800200516108866
            },
            {
              "seed_group": 202,
              "arm": "ordinary-growth",
              "adaptation_episodes": 8,
              "adaptation_events": 1024,
              "adaptation_mac_equivalents": 1082368,
              "old_accuracy": 0.7636937804463577,
              "new_accuracy": 0.7440590111642743,
              "old_loss": 0.3190804249560834,
              "new_loss": 0.3581063784236759
            },
            {
              "seed_group": 202,
              "arm": "ordinary-growth",
              "adaptation_episodes": 16,
              "adaptation_events": 2048,
              "adaptation_mac_equivalents": 2144256,
              "old_accuracy": 0.7636937804463577,
              "new_accuracy": 0.7414274322169059,
              "old_loss": 0.31693094191156657,
              "new_loss": 0.35035243651780246
            },
            {
              "seed_group": 202,
              "arm": "ordinary-growth",
              "adaptation_episodes": 32,
              "adaptation_events": 4096,
              "adaptation_mac_equivalents": 4269312,
              "old_accuracy": 0.7636937804463577,
              "new_accuracy": 0.7145029239766082,
              "old_loss": 0.31456541378742453,
              "new_loss": 0.3436797283103683
            }
          ],
          "adaptation_plus_evaluation_wall_seconds": 0.14765162486582994,
          "adaptation_plus_evaluation_cpu_seconds": 0.14742100000000002,
          "added_branch_ablation": {
            "old": {
              "accuracy": 0.7636937804463577,
              "loss": 0.3188419395043974,
              "queries": 377
            },
            "new": {
              "accuracy": 0.736270600744285,
              "loss": 0.3556544299061939,
              "queries": 384
            }
          },
          "adaptation_training_events": 4096,
          "adaptation_mac_equivalents": 4269312,
          "parameters": 476,
          "state_scalars": 24,
          "historical_events_charged": 4096,
          "historical_compute_charged": 2944256,
          "matching": "same supervision; grown/continued share actual parent; scratch repeats actual history. Compute and elapsed time not matched."
        },
        "scratch-child": {
          "curves": [
            {
              "seed_group": 202,
              "arm": "scratch-child",
              "adaptation_episodes": 0,
              "adaptation_events": 0,
              "adaptation_mac_equivalents": 0,
              "old_accuracy": 0.7636937804463577,
              "new_accuracy": 0.7561695906432748,
              "old_loss": 0.2945742264104415,
              "new_loss": 0.36441247289019296
            },
            {
              "seed_group": 202,
              "arm": "scratch-child",
              "adaptation_episodes": 8,
              "adaptation_events": 1024,
              "adaptation_mac_equivalents": 1082368,
              "old_accuracy": 0.7636937804463577,
              "new_accuracy": 0.7434117490696438,
              "old_loss": 0.2938118639575641,
              "new_loss": 0.3546936435847044
            },
            {
              "seed_group": 202,
              "arm": "scratch-child",
              "adaptation_episodes": 16,
              "adaptation_events": 2048,
              "adaptation_mac_equivalents": 2144256,
              "old_accuracy": 0.7448554758937675,
              "new_accuracy": 0.7539779372674109,
              "old_loss": 0.2923553606934229,
              "new_loss": 0.34857319970465095
            },
            {
              "seed_group": 202,
              "arm": "scratch-child",
              "adaptation_episodes": 32,
              "adaptation_events": 4096,
              "adaptation_mac_equivalents": 4269312,
              "old_accuracy": 0.7636937804463577,
              "new_accuracy": 0.7121637426900584,
              "old_loss": 0.2962433379370772,
              "new_loss": 0.34624542787501755
            }
          ],
          "adaptation_plus_evaluation_wall_seconds": 0.13317854143679142,
          "adaptation_plus_evaluation_cpu_seconds": 0.1330159999999999,
          "added_branch_ablation": null,
          "adaptation_training_events": 4096,
          "adaptation_mac_equivalents": 4269312,
          "parameters": 476,
          "state_scalars": 24,
          "historical_events_charged": 4096,
          "historical_compute_charged": 4255232,
          "matching": "same supervision; grown/continued share actual parent; scratch repeats actual history. Compute and elapsed time not matched."
        }
      }
    }
  ],
  "totals": {
    "training_events": 41472,
    "learning_mac_equivalents": 37838912,
    "training_query_labels": 30060,
    "evaluation_events": 27648,
    "evaluation_mac_equivalents": 14247936
  },
  "realized_query_delay_bins_all_generated_episodes": [
    24366,
    21261,
    4483
  ],
  "wall_seconds": 1.0132681662216783,
  "cpu_seconds": 1.0113670000000001,
  "peak_rss_bytes": 32538624,
  "limitations": [
    "Two exploratory seeds, no powered comparison",
    "No held-out widths or task strata",
    "No developmental rule or advantage tested",
    "Hand-coded public WRITE memory gates; routing learned",
    "Scratch/growth/parent data matched, compute and elapsed time differ",
    "Pilot scored streams cannot become confirmatory evidence"
  ]
}
