{
  "method": "One OFF/ON desktop-session pair: 60 one-second samples per phase after settling. Video renders paused. Same apps left open; no scripted interaction. Not a rendering, gaming or latency benchmark.",
  "logical_processors": 16,
  "off": {
    "pc_cpu_percent": 8.308333333333334,
    "pc_ram_used_mib": 12879.7025390625,
    "read_mib_s": 0.005631510416666667,
    "write_mib_s": 8.621045238944554,
    "groups": {
      "Codex": {
        "cpu_percent": 0.011366751893549638,
        "working_set_mib": 114.66243489583333
      },
      "Spotify": {
        "cpu_percent": 0.02759784362940265,
        "working_set_mib": 1043.7359375
      },
      "Windows UI": {
        "cpu_percent": 0.03415405593831507,
        "working_set_mib": 1104.5587890625
      }
    },
    "device_vram_used_mib": 1904.98515625
  },
  "on": {
    "pc_cpu_percent": 6.675,
    "pc_ram_used_mib": 13026.233723958334,
    "read_mib_s": 0.008192008414930774,
    "write_mib_s": 8.584119836225153,
    "groups": {
      "Codex": {
        "cpu_percent": 0.016147883858287908,
        "working_set_mib": 115.59928385416667
      },
      "DudeGlass stack": {
        "cpu_percent": 0.9202239486362412,
        "working_set_mib": 233.48470052083334
      },
      "Spotify": {
        "cpu_percent": 0.01953125,
        "working_set_mib": 1045.6125651041666
      },
      "Windows UI": {
        "cpu_percent": 0.0048828125,
        "working_set_mib": 1110.2780598958334
      }
    },
    "device_vram_used_mib": 1891.2893229166666
  },
  "cpu_difference_percentage_points": -1.6333333333333337,
  "ram_difference_mib": 146.53118489583358,
  "ui_off_ram_mib": 1104.5587890625,
  "ui_plus_dudeglass_on_ram_mib": 1343.7627604166667,
  "app_comparison": {
    "method": "Additional 60-second ON-phase app process-group capture; video renders suspended; sum of process working sets, including shared pages. Not an off/on comparison for the other apps.",
    "groups": {
      "Adobe Creative Cloud services": {
        "cpu_percent": 0.029296875,
        "working_set_mib": 915.4106770833333,
        "process_count": 9
      },
      "ChatGPT desktop processes": {
        "cpu_percent": 0.3027103217364541,
        "working_set_mib": 2394.3099609375,
        "process_count": 14
      },
      "DudeGlass stack": {
        "cpu_percent": 0.8755103850189262,
        "working_set_mib": 235.04694010416668,
        "process_count": 8
      },
      "Spotify": {
        "cpu_percent": 0.01953125,
        "working_set_mib": 1045.6449869791666,
        "process_count": 8
      },
      "Windows UI": {
        "cpu_percent": 0.0016276041666666667,
        "working_set_mib": 987.1912109375,
        "process_count": 4
      }
    }
  },
  "valid": true,
  "limitations": [
    "Whole-PC CPU differences include background-load variation and do not establish a speed improvement.",
    "Working sets include shared pages; process sums are not unique physical RAM.",
    "No Discord or Audient process was active in this idle-session capture, so it does not measure active glass-adapter cost.",
    "The app-comparison bars use a separate 60-second ON-phase capture.",
    "Windows UI means the named UI process group, not the whole operating system."
  ]
}