{
  "product": "Leadership AI Plus \u2014 AI Server Home",
  "measured_date": "2026-10-20",
  "scope": "Application preparation, saved-assistant verification, inference, adapter response validation. Excludes HTTP authentication, browser/network/render/save.",
  "synthetic_data": true,
  "production_lesson_saves": false,
  "stages": {
    "functional": {
      "submitted": 2,
      "completed": 2,
      "busyRejected": 0,
      "failed": 0,
      "completedLatencySeconds": {
        "min": 42.046,
        "median": 45.565,
        "max": 49.084
      },
      "structureAllHeadings": true,
      "scope": "application adapter with one shared single-flight gate; no HTTP/browser/save measurement"
    },
    "light": {
      "submitted": 2,
      "completed": 2,
      "busyRejected": 0,
      "failed": 0,
      "completedLatencySeconds": {
        "min": 41.728,
        "median": 41.802,
        "max": 41.876
      },
      "structureAllHeadings": true,
      "scope": "application adapter with one shared single-flight gate; no HTTP/browser/save measurement"
    },
    "medium": {
      "submitted": 4,
      "completed": 2,
      "busyRejected": 2,
      "failed": 0,
      "completedLatencySeconds": {
        "min": 41.779,
        "median": 41.794,
        "max": 41.809
      },
      "structureAllHeadings": true,
      "scope": "application adapter with one shared single-flight gate; no HTTP/browser/save measurement"
    },
    "heavy": {
      "submitted": 8,
      "completed": 2,
      "busyRejected": 6,
      "failed": 0,
      "completedLatencySeconds": {
        "min": 41.341,
        "median": 41.573,
        "max": 41.805
      },
      "structureAllHeadings": true,
      "scope": "application adapter with one shared single-flight gate; no HTTP/browser/save measurement"
    }
  },
  "total_submissions": 16,
  "completed_generations": 8,
  "busy_rejections": 8,
  "transport_or_adapter_failures": 0,
  "actual_max_simultaneous_generation": 1,
  "gpu_evidence": "Advancing xe compute counters for the language-server process during observed stages. No per-request percentage or GPU speedup established.",
  "limitations": [
    "Small sample sizes; no p95, supported-user capacity or reliability guarantee.",
    "Overlapping submissions are rejected; simultaneous multi-user inference not established.",
    "Functional outputs violated the whiteboard-only materials constraint.",
    "Educator acceptance, offline operation, Intel system/OS and ingredient-counting decisions remain separate."
  ]
}