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    "horizon_seconds": 8.0,
    "independent_validation": false,
    "note": "Exploratory technical pilot with one training seed and two held-out starts. A capped episode is right-censored. Internal weight changes do not prove learning."
  },
  "arena": {
    "engine_check_passed": true,
    "fly_behavior_in_engine_check": false,
    "stationary_seconds": 3.657142857142857,
    "cross_to_safe_observed_seconds": 12.0
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  "performance": {
    "timing_scope": "Recorded episode timers including warmup; excluding model construction and the separate five-second retention interval.",
    "episodes": 12,
    "brain_seconds": 80.2282,
    "wall_seconds": 490.74428008613177,
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  "limits": [
    "A reconstructed male wiring diagram with chosen dynamics, not a living or literal fly brain.",
    "R8 input projection and display spectra are inferred; photoreceptors and APL still lack calibrated graded physiology.",
    "The centered plasticity rule is adapted from a reduced published model; full-graph parameter transfer is unvalidated.",
    "Cue-induced persistent activity and no-punishment effects invalidate the current conditioning interpretation.",
    "No claim of survival learning, consciousness, natural fly behavior, or priority over prior work is supported."
  ],
  "sources": [
    {
      "title": "R8 cotransmission \u00b7 Xiao et al. 2023",
      "url": "https://doi.org/10.1038/s41586-023-06681-6"
    },
    {
      "title": "Visual inputs to fly memory \u00b7 2024",
      "url": "https://doi.org/10.1038/s41467-024-49616-z"
    },
    {
      "title": "Dopamine-gated plasticity \u00b7 Hige et al. 2015",
      "url": "https://doi.org/10.1016/j.neuron.2015.11.003"
    },
    {
      "title": "Baseline activity and memory dynamics \u00b7 Huang, Luo et al. 2024",
      "url": "https://doi.org/10.1038/s41586-024-07819-w"
    }
  ]
}