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    "Finite candidate inventory exhausted: report actual shortfall without duplicate-fill or quality resampling.",
    "Shared identity drift, uncertain model usage or user stop: halt dispatch and preserve state."
  ],
  "accounting": "Native logical requests and upstream HTTP attempts are separate. HTTP attempts have no implemented hard cap.",
  "training_authorized": false
}