{
 "version": "2026-11-09",
 "setup": {
  "benchmark": "AndroidWorld",
  "date": "2026-11-09",
  "agent": "Lusor",
  "model": "DeepSeek V4.1 Flash (low)",
  "seed": 42,
  "graders": {
   "mobilerun": "droidrun/android-world c5467e6",
   "google": "google-research/android_world 30583e2"
  },
  "mobilerun_cost_note": "ESTIMATE: published action count x $0.0766 (mean per-call cost we measured running gpt-6-astra low in our harness); not their bill",
  "mobilerun_source": "Mobilerun published per-task times and action counts",
  "skills_note": "skills_read = published app skills the agent opened in that task. skill_assisted = the subset with a rule written for an action or reading this task needs (our reading of each skill text); opening a skill whose rules do not apply to the task is not counted as assisted."
 },
 "task": {
  "task": "MarkorTranscribeVideo",
  "mobilerun_grader_pass": true,
  "google_grader_pass": true,
  "lusor_time_s": 354.2,
  "mobilerun_published_time_s": 489.2,
  "speed_ratio": 0.724,
  "lusor_cost_usd": 0.158,
  "mobilerun_published_actions": 18,
  "mobilerun_est_cost_usd": 1.379,
  "lusor_tool_calls": 95,
  "disclosure": null,
  "skills_read": [
   "markor"
  ],
  "skill_assisted": [],
  "goal": "Transcribe the contents of video scene_56_4K_2023_06_01.mp4 by watching it in VLC player (located in Download) and writing the sequence of strings shown on each frame to the text file scene_56_4K_2023_06_01_transcription.txt in Markor as a comma separated list. For example, if the first frame shows the text \"edna\" and the second frame shows the text \"pineapple\", then the text file should contain only the following text: \"edna, pineapple\".",
  "final_answer": null,
  "final_summary": "I watched scene_56_4K_2023_06_01.mp4 in VLC (16 seconds long, located in Download) and it shows two frames: \"Mila\" for the first half and \"Noah\" for the second half. I saved the transcription in Markor as scene_56_4K_2023_06_01_transcription.txt containing exactly: Mila, Noah",
  "video_duration_s": 401.1,
  "steps": [
   {
    "step": 1,
    "tool": "read",
    "start_s": 34.68,
    "end_s": 34.7,
    "ok": true,
    "note": "Read markor skill then observe screen"
   },
   {
    "step": 2,
    "tool": "get_ui_state",
    "start_s": 34.68,
    "end_s": 34.7,
    "ok": true,
    "note": "Observe current screen state"
   },
   {
    "step": 3,
    "tool": "tap_element",
    "start_s": 35.92,
    "end_s": 38.55,
    "ok": true,
    "note": "Open VLC app"
   },
   {
    "step": 4,
    "tool": "tap_element",
    "start_s": 39.71,
    "end_s": 41.43,
    "ok": true,
    "note": "Browse to Download folder in VLC"
   },
   {
    "step": 5,
    "tool": "tap_element",
    "start_s": 42.16,
    "end_s": 42.9,
    "ok": true,
    "note": "Open Download folder listing in VLC"
   },
   {
    "step": 6,
    "tool": "get_ui_state",
    "start_s": 43.81,
    "end_s": 43.93,
    "ok": true,
    "note": "Read Download folder file listing"
   },
   {
    "step": 7,
    "tool": "tap_element",
    "start_s": 44.91,
    "end_s": 45.64,
    "ok": true,
    "note": "Play scene_56_4K_2023_06_01.mp4 in VLC"
   },
   {
    "step": 8,
    "tool": "get_ui_state",
    "start_s": 46.41,
    "end_s": 46.63,
    "ok": true,
    "note": "Check VLC player screen for video playback"
   },
   {
    "step": 9,
    "tool": "screenshot",
    "start_s": 49.32,
    "end_s": 51.83,
    "ok": true,
    "note": "Inspect video frame for text"
   },
   {
    "step": 10,
    "tool": "tap_element",
    "start_s": 54.02,
    "end_s": 54.82,
    "ok": true,
    "note": "Dismiss VLC tips overlays"
   },
   {
    "step": 11,
    "tool": "tap_element",
    "start_s": 56.37,
    "end_s": 56.63,
    "ok": true,
    "note": "Close VLC tips overlay"
   },
   {
    "step": 12,
    "tool": "screenshot",
    "start_s": 57.88,
    "end_s": 60.56,
    "ok": true,
    "note": "Read current frame text in VLC"
   },
   {
    "step": 13,
    "tool": "tap",
    "start_s": 63.79,
    "end_s": 65.01,
    "ok": true,
    "note": "Show player controls to read duration"
   },
   {
    "step": 14,
    "tool": "tap_element",
    "start_s": 69.96,
    "end_s": 71.03,
    "ok": true,
    "note": "Pause video playback"
   },
   {
    "step": 15,
    "tool": "tap_element",
    "start_s": 72.77,
    "end_s": 73.42,
    "ok": true,
    "note": "Open advanced options to set playback speed"
   },
   {
    "step": 16,
    "tool": "get_ui_state",
    "start_s": 75.97,
    "end_s": 75.98,
    "ok": true,
    "note": "Read advanced options panel"
   },
   {
    "step": 17,
    "tool": "screenshot",
    "start_s": 79.99,
    "end_s": 81.87,
    "ok": true,
    "note": "Observe advanced options panel"
   },
   {
    "step": 18,
    "tool": "tap",
    "start_s": 86.49,
    "end_s": 87.42,
    "ok": true,
    "note": "Seek to start of video and read frame"
   },
   {
    "step": 19,
    "tool": "tap_element",
    "start_s": 90.18,
    "end_s": 90.43,
    "ok": true,
    "note": "Pause current video and return to folder to reopen scene_56"
   },
   {
    "step": 20,
    "tool": "key",
    "start_s": 92.43,
    "end_s": 93.13,
    "ok": true,
    "note": "Return to Download folder listing"
   },
   {
    "step": 21,
    "tool": "tap_element",
    "start_s": 96.86,
    "end_s": 97.42,
    "ok": true,
    "note": "Play scene_56 again then pause it"
   },
   {
    "step": 22,
    "tool": "tap",
    "start_s": 99.16,
    "end_s": 99.16,
    "ok": false,
    "note": "Show controls and pause scene_56"
   },
   {
    "step": 23,
    "tool": "tap",
    "start_s": 100.6,
    "end_s": 100.6,
    "ok": false,
    "note": "Show controls and pause scene_56"
   },
   {
    "step": 24,
    "tool": "tap",
    "start_s": 102.02,
    "end_s": 102.92,
    "ok": true,
    "note": "Show controls and pause scene_56"
   },
   {
    "step": 25,
    "tool": "tap_element",
    "start_s": 104.6,
    "end_s": 104.92,
    "ok": true,
    "note": "Pause scene_56 at current position"
   },
   {
    "step": 26,
    "tool": "tap",
    "start_s": 106.79,
    "end_s": 107.11,
    "ok": true,
    "note": "Seek to ~0s and check time; then screenshot frame"
   },
   {
    "step": 27,
    "tool": "screenshot",
    "start_s": 109.06,
    "end_s": 110.92,
    "ok": true,
    "note": "Read frame at 0s"
   },
   {
    "step": 28,
    "tool": "tap",
    "start_s": 116.2,
    "end_s": 116.52,
    "ok": true,
    "note": "Seek to 1s and screenshot frame text"
   },
   {
    "step": 29,
    "tool": "tap_element",
    "start_s": 121.49,
    "end_s": 122.31,
    "ok": true,
    "note": "Open advanced options panel looking for playback speed"
   },
   {
    "step": 30,
    "tool": "screenshot",
    "start_s": 126.79,
    "end_s": 128.67,
    "ok": true,
    "note": "Read frame at ~0.72s to gauge word duration"
   },
   {
    "step": 31,
    "tool": "tap_element",
    "start_s": 130.35,
    "end_s": 131.03,
    "ok": true,
    "note": "Open Jump to Time dialog to seek precisely"
   },
   {
    "step": 32,
    "tool": "key",
    "start_s": 141.5,
    "end_s": 141.82,
    "ok": true,
    "note": "Close jump dialog and calibrate seekbar right edge"
   },
   {
    "step": 33,
    "tool": "tap",
    "start_s": 143.34,
    "end_s": 144.27,
    "ok": true,
    "note": "Show controls then calibrate seekbar right edge"
   },
   {
    "step": 34,
    "tool": "tap",
    "start_s": 145.64,
    "end_s": 145.85,
    "ok": true,
    "note": "Calibrate seekbar right edge value"
   },
   {
    "step": 35,
    "tool": "tap",
    "start_s": 153.31,
    "end_s": 153.73,
    "ok": true,
    "note": "Seek to ~0.5s and screenshot the frame text"
   },
   {
    "step": 36,
    "tool": "screenshot",
    "start_s": 154.96,
    "end_s": 157.09,
    "ok": true,
    "note": "Read frame text at 0.49s"
   },
   {
    "step": 37,
    "tool": "tap",
    "start_s": 159.61,
    "end_s": 159.94,
    "ok": true,
    "note": "Seek to ~1.5s and screenshot"
   },
   {
    "step": 38,
    "tool": "screenshot",
    "start_s": 161.69,
    "end_s": 163.7,
    "ok": true,
    "note": "Read frame text at 1.51s"
   },
   {
    "step": 39,
    "tool": "tap",
    "start_s": 165.9,
    "end_s": 166.24,
    "ok": true,
    "note": "Seek to ~2.5s and screenshot"
   },
   {
    "step": 40,
    "tool": "screenshot",
    "start_s": 167.77,
    "end_s": 169.69,
    "ok": true,
    "note": "Read frame text at 2.51s"
   },
   {
    "step": 41,
    "tool": "tap",
    "start_s": 172.74,
    "end_s": 173.04,
    "ok": true,
    "note": "Seek to ~4s and screenshot"
   },
   {
    "step": 42,
    "tool": "screenshot",
    "start_s": 174.92,
    "end_s": 176.84,
    "ok": true,
    "note": "Read frame text at 4.04s"
   },
   {
    "step": 43,
    "tool": "tap",
    "start_s": 179.17,
    "end_s": 179.52,
    "ok": true,
    "note": "Seek to ~5s and screenshot"
   },
   {
    "step": 44,
    "tool": "screenshot",
    "start_s": 180.94,
    "end_s": 182.99,
    "ok": true,
    "note": "Read frame text at 5.04s"
   },
   {
    "step": 45,
    "tool": "tap",
    "start_s": 185.89,
    "end_s": 186.31,
    "ok": true,
    "note": "Seek to ~8s and screenshot"
   },
   {
    "step": 46,
    "tool": "screenshot",
    "start_s": 188.07,
    "end_s": 190.08,
    "ok": true,
    "note": "Read frame text at 8.08s"
   },
   {
    "step": 47,
    "tool": "tap",
    "start_s": 192.93,
    "end_s": 193.16,
    "ok": true,
    "note": "Seek to ~6.5s and screenshot to find boundary"
   },
   {
    "step": 48,
    "tool": "screenshot",
    "start_s": 194.81,
    "end_s": 196.77,
    "ok": true,
    "note": "Read frame text at 6.57s"
   },
   {
    "step": 49,
    "tool": "tap",
    "start_s": 199.37,
    "end_s": 199.65,
    "ok": true,
    "note": "Seek to ~7.5s and screenshot to find Mila/Noah boundary"
   },
   {
    "step": 50,
    "tool": "screenshot",
    "start_s": 201.74,
    "end_s": 203.74,
    "ok": true,
    "note": "Read frame text at 7.5s"
   },
   {
    "step": 51,
    "tool": "tap",
    "start_s": 207.05,
    "end_s": 207.32,
    "ok": true,
    "note": "Seek to ~9s and screenshot"
   },
   {
    "step": 52,
    "tool": "screenshot",
    "start_s": 208.93,
    "end_s": 210.9,
    "ok": true,
    "note": "Read frame text at 9.23s"
   },
   {
    "step": 53,
    "tool": "tap",
    "start_s": 213.63,
    "end_s": 214.01,
    "ok": true,
    "note": "Seek to ~11.5s and screenshot"
   },
   {
    "step": 54,
    "tool": "screenshot",
    "start_s": 216.75,
    "end_s": 218.78,
    "ok": true,
    "note": "Read frame text at 11.5s"
   },
   {
    "step": 55,
    "tool": "tap",
    "start_s": 222.82,
    "end_s": 223.15,
    "ok": true,
    "note": "Seek to ~12.5s and screenshot to find next boundary"
   },
   {
    "step": 56,
    "tool": "screenshot",
    "start_s": 224.62,
    "end_s": 226.63,
    "ok": true,
    "note": "Read frame text at 12.5s"
   },
   {
    "step": 57,
    "tool": "tap",
    "start_s": 229.33,
    "end_s": 230.42,
    "ok": true,
    "note": "Seek to ~13s and screenshot"
   },
   {
    "step": 58,
    "tool": "tap",
    "start_s": 234.03,
    "end_s": 235.06,
    "ok": true,
    "note": "Seek to ~13s (controls now visible) and screenshot"
   },
   {
    "step": 59,
    "tool": "tap",
    "start_s": 238.32,
    "end_s": 238.61,
    "ok": true,
    "note": "Seek near 13.8s avoiding thumb, then screenshot"
   },
   {
    "step": 60,
    "tool": "screenshot",
    "start_s": 240.54,
    "end_s": 242.37,
    "ok": true,
    "note": "Read frame text at 13.7s"
   },
   {
    "step": 61,
    "tool": "tap",
    "start_s": 248.25,
    "end_s": 248.5,
    "ok": true,
    "note": "Seek to ~14.3s and screenshot"
   },
   {
    "step": 62,
    "tool": "screenshot",
    "start_s": 249.99,
    "end_s": 251.96,
    "ok": true,
    "note": "Read frame text at 14.6s"
   },
   {
    "step": 63,
    "tool": "tap",
    "start_s": 255.58,
    "end_s": 255.76,
    "ok": true,
    "note": "Seek to ~15.6s and screenshot"
   },
   {
    "step": 64,
    "tool": "screenshot",
    "start_s": 257.99,
    "end_s": 261.97,
    "ok": true,
    "note": "Read frame text at 15.6s"
   },
   {
    "step": 65,
    "tool": "tap",
    "start_s": 269.31,
    "end_s": 269.72,
    "ok": true,
    "note": "Seek back to start for real-time playback pass"
   },
   {
    "step": 66,
    "tool": "tap_element",
    "start_s": 271.68,
    "end_s": 271.93,
    "ok": true,
    "note": "Play from start and screenshot frames in real time"
   },
   {
    "step": 67,
    "tool": "screenshot",
    "start_s": 273.55,
    "end_s": 276.4,
    "ok": true,
    "note": "Screenshot during playback sample 1"
   },
   {
    "step": 68,
    "tool": "screenshot",
    "start_s": 278.97,
    "end_s": 281.44,
    "ok": true,
    "note": "Screenshot during playback sample 2"
   },
   {
    "step": 69,
    "tool": "screenshot",
    "start_s": 283.75,
    "end_s": 286.17,
    "ok": true,
    "note": "Screenshot during playback sample 3"
   },
   {
    "step": 70,
    "tool": "screenshot",
    "start_s": 288.19,
    "end_s": 290.38,
    "ok": true,
    "note": "Screenshot during playback sample 4"
   },
   {
    "step": 71,
    "tool": "tap_element",
    "start_s": 297.22,
    "end_s": 298.05,
    "ok": true,
    "note": "Reopen scene_56, pause, seek to end region 15.9s"
   },
   {
    "step": 72,
    "tool": "tap",
    "start_s": 300.0,
    "end_s": 300.92,
    "ok": true,
    "note": "Show controls and pause"
   },
   {
    "step": 73,
    "tool": "tap_element",
    "start_s": 302.37,
    "end_s": 302.72,
    "ok": true,
    "note": "Pause at 2.16s"
   },
   {
    "step": 74,
    "tool": "tap",
    "start_s": 304.46,
    "end_s": 304.82,
    "ok": true,
    "note": "Seek near 15.9s then screenshot"
   },
   {
    "step": 75,
    "tool": "get_ui_state",
    "start_s": 306.16,
    "end_s": 306.51,
    "ok": true,
    "note": "Let frame settle then screenshot at 15.89s"
   },
   {
    "step": 76,
    "tool": "screenshot",
    "start_s": 308.13,
    "end_s": 312.1,
    "ok": true,
    "note": "Read frame text at 15.89s"
   },
   {
    "step": 77,
    "tool": "launch",
    "start_s": 321.97,
    "end_s": 325.15,
    "ok": true,
    "note": "Create new file in Markor named scene_56_4K_2023_06_01_transcription.txt"
   },
   {
    "step": 78,
    "tool": "tap_element",
    "start_s": 327.17,
    "end_s": 328.44,
    "ok": true,
    "note": "Tap create new file FAB"
   },
   {
    "step": 79,
    "tool": "type",
    "start_s": 330.4,
    "end_s": 333.73,
    "ok": true,
    "note": "Type file name"
   },
   {
    "step": 80,
    "tool": "type",
    "start_s": 335.69,
    "end_s": 336.81,
    "ok": true,
    "note": "Set extension to .txt"
   },
   {
    "step": 81,
    "tool": "tap_element",
    "start_s": 339.36,
    "end_s": 340.83,
    "ok": true,
    "note": "Tap OK to create file"
   },
   {
    "step": 82,
    "tool": "type",
    "start_s": 342.95,
    "end_s": 344.41,
    "ok": true,
    "note": "Type transcription content into editor"
   },
   {
    "step": 83,
    "tool": "key",
    "start_s": 347.32,
    "end_s": 347.73,
    "ok": true,
    "note": "Go back to file list (auto-save) and verify file content"
   },
   {
    "step": 84,
    "tool": "tap_element",
    "start_s": 349.87,
    "end_s": 350.24,
    "ok": true,
    "note": "Tap Save then return to file list"
   },
   {
    "step": 85,
    "tool": "key",
    "start_s": 352.39,
    "end_s": 353.26,
    "ok": true,
    "note": "Return to file list and verify file exists with content"
   },
   {
    "step": 86,
    "tool": "tap_element",
    "start_s": 355.37,
    "end_s": 355.83,
    "ok": true,
    "note": "Open the txt file to verify its content"
   },
   {
    "step": 87,
    "tool": "get_ui_state",
    "start_s": 357.96,
    "end_s": 357.98,
    "ok": true,
    "note": "Read file content to verify"
   },
   {
    "step": 88,
    "tool": "launch",
    "start_s": 362.83,
    "end_s": 364.14,
    "ok": true,
    "note": "Return to VLC and sample t=5.8s to fill the largest unsampled gap"
   },
   {
    "step": 89,
    "tool": "tap_element",
    "start_s": 366.59,
    "end_s": 366.93,
    "ok": true,
    "note": "Open scene_56 again to sample 5.8s"
   },
   {
    "step": 90,
    "tool": "tap",
    "start_s": 369.0,
    "end_s": 369.91,
    "ok": true,
    "note": "Show controls and pause"
   },
   {
    "step": 91,
    "tool": "tap_element",
    "start_s": 371.85,
    "end_s": 372.12,
    "ok": true,
    "note": "Pause then seek to 5.8s"
   },
   {
    "step": 92,
    "tool": "tap",
    "start_s": 374.19,
    "end_s": 374.51,
    "ok": true,
    "note": "Seek to 5.8s and screenshot"
   },
   {
    "step": 93,
    "tool": "screenshot",
    "start_s": 376.26,
    "end_s": 378.11,
    "ok": true,
    "note": "Read frame text at 5.8s"
   },
   {
    "step": 94,
    "tool": "launch",
    "start_s": 381.36,
    "end_s": 382.75,
    "ok": true,
    "note": "Final check of Markor file content before reporting"
   },
   {
    "step": 95,
    "tool": "done",
    "start_s": 386.74,
    "end_s": 386.75,
    "ok": true,
    "note": "Report result"
   }
  ],
  "files": {
   "video_mp4": "benchmarks/androidworld/2026-11-09/MarkorTranscribeVideo/video.mp4",
   "video_webm": "benchmarks/androidworld/2026-11-09/MarkorTranscribeVideo/video.webm",
   "poster": "benchmarks/androidworld/2026-11-09/MarkorTranscribeVideo/poster.webp",
   "steps": "benchmarks/androidworld/2026-11-09/MarkorTranscribeVideo/steps.json",
   "task": "benchmarks/androidworld/2026-11-09/MarkorTranscribeVideo/task.json"
  }
 }
}