{
 "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": "RetroPlaylistDuration",
  "mobilerun_grader_pass": true,
  "google_grader_pass": true,
  "lusor_time_s": 240.2,
  "mobilerun_published_time_s": 494.9,
  "speed_ratio": 0.485,
  "lusor_cost_usd": 0.0798,
  "mobilerun_published_actions": 30,
  "mobilerun_est_cost_usd": 2.298,
  "lusor_tool_calls": 49,
  "disclosure": null,
  "skills_read": [
   "broccoli"
  ],
  "skill_assisted": [],
  "goal": "Create a playlist in Retro Music titled \"Country Classics 417\" with a duration between 45 and 50 minutes using the provided songs.",
  "final_answer": null,
  "final_summary": "I created the playlist \"Country Classics 417\" in Retro Music with 7 songs from the device library, and its own header shows 7 Songs and a total of 47:32, inside your 45 to 50 minute range. The songs, in playlist order, are Endless Summer (4:54), Eternal Flame (3:52), Heartbeat Away (10:20), Moments (4:42), Twilight Calling (10:37), Beyond the Horizon (9:48) and City of Stars (3:17). I picked these from the 15 songs on the phone so the total lands comfortably inside the window rather than on its edge.",
  "video_duration_s": 289.3,
  "steps": [
   {
    "step": 1,
    "tool": "read",
    "start_s": 36.82,
    "end_s": 36.88,
    "ok": true,
    "note": "Check for a Retro Music skill; none listed, so inspect current screen"
   },
   {
    "step": 2,
    "tool": "get_ui_state",
    "start_s": 36.82,
    "end_s": 36.88,
    "ok": true,
    "note": "Read current screen"
   },
   {
    "step": 3,
    "tool": "list_sheets",
    "start_s": 38.45,
    "end_s": 38.45,
    "ok": true,
    "note": "Check sheets for provided songs"
   },
   {
    "step": 4,
    "tool": "launch",
    "start_s": 39.56,
    "end_s": 44.52,
    "ok": true,
    "note": "Launch Retro Music and read home screen"
   },
   {
    "step": 5,
    "tool": "get_ui_state",
    "start_s": 45.23,
    "end_s": 46.35,
    "ok": true,
    "note": "Read Retro Music home screen"
   },
   {
    "step": 6,
    "tool": "tap_element",
    "start_s": 47.89,
    "end_s": 50.82,
    "ok": true,
    "note": "Open Songs tab and read song list"
   },
   {
    "step": 7,
    "tool": "map_app",
    "start_s": 52.65,
    "end_s": 60.27,
    "ok": true,
    "note": "Map full song list to inventory titles"
   },
   {
    "step": 8,
    "tool": "get_ui_state",
    "start_s": 61.88,
    "end_s": 61.92,
    "ok": true,
    "note": "Open song menu to find durations"
   },
   {
    "step": 9,
    "tool": "tap_element",
    "start_s": 63.0,
    "end_s": 64.07,
    "ok": true,
    "note": "Open Endless Summer song menu and inspect options for duration info"
   },
   {
    "step": 10,
    "tool": "tap_element",
    "start_s": 65.34,
    "end_s": 65.54,
    "ok": true,
    "note": "Read Details dialog for Endless Summer duration"
   },
   {
    "step": 11,
    "tool": "get_ui_state",
    "start_s": 66.61,
    "end_s": 66.63,
    "ok": true,
    "note": "Read Details dialog content"
   },
   {
    "step": 12,
    "tool": "tap_element",
    "start_s": 69.08,
    "end_s": 69.68,
    "ok": true,
    "note": "Dismiss dialog, then read remaining song durations via Details"
   },
   {
    "step": 13,
    "tool": "chain",
    "start_s": 75.22,
    "end_s": 78.77,
    "ok": true,
    "note": "Read Eternal Flame duration via Details dialog chain"
   },
   {
    "step": 14,
    "tool": "get_ui_state",
    "start_s": 80.23,
    "end_s": 80.24,
    "ok": true,
    "note": "Confirm dialog closed and continue durations"
   },
   {
    "step": 15,
    "tool": "tap_element",
    "start_s": 81.31,
    "end_s": 82.4,
    "ok": true,
    "note": "Dismiss Details dialog, read Heartbeat Away duration"
   },
   {
    "step": 16,
    "tool": "chain",
    "start_s": 87.76,
    "end_s": 91.01,
    "ok": true,
    "note": "Read Heartbeat Away duration and dismiss with back"
   },
   {
    "step": 17,
    "tool": "chain",
    "start_s": 95.24,
    "end_s": 118.01,
    "ok": true,
    "note": "Read durations of Moments, My Heart is Yours, Mystic Journey, Rising Sun, Twilight Calling, Under the Sky, Voices in the Hall"
   },
   {
    "step": 18,
    "tool": "scroll_to",
    "start_s": 121.42,
    "end_s": 123.51,
    "ok": true,
    "note": "Scroll to list top to read remaining song durations"
   },
   {
    "step": 19,
    "tool": "chain",
    "start_s": 126.76,
    "end_s": 145.58,
    "ok": true,
    "note": "Read durations for Beyond the Horizon, Bright Lights, City of Stars, Dreamer's Awake, Echoes of Silence, then Twilight Calling"
   },
   {
    "step": 20,
    "tool": "chain",
    "start_s": 148.95,
    "end_s": 152.88,
    "ok": true,
    "note": "Read Dreamer's Awake duration"
   },
   {
    "step": 21,
    "tool": "tap_element",
    "start_s": 155.32,
    "end_s": 156.44,
    "ok": true,
    "note": "Open Dreamer's Awake menu and read Details"
   },
   {
    "step": 22,
    "tool": "tap_element",
    "start_s": 157.54,
    "end_s": 158.73,
    "ok": true,
    "note": "Read Dreamer's Awake Details length"
   },
   {
    "step": 23,
    "tool": "tap_element",
    "start_s": 160.15,
    "end_s": 161.22,
    "ok": true,
    "note": "Dismiss dialog, scroll to Twilight Calling, read its duration"
   },
   {
    "step": 24,
    "tool": "scroll_to",
    "start_s": 162.5,
    "end_s": 164.51,
    "ok": true,
    "note": "Scroll to Twilight Calling and read its duration"
   },
   {
    "step": 25,
    "tool": "tap_element",
    "start_s": 165.46,
    "end_s": 166.24,
    "ok": true,
    "note": "Open Twilight Calling Details to read duration"
   },
   {
    "step": 26,
    "tool": "tap_element",
    "start_s": 167.33,
    "end_s": 168.53,
    "ok": true,
    "note": "Read Twilight Calling length"
   },
   {
    "step": 27,
    "tool": "calculate",
    "start_s": 172.29,
    "end_s": 172.49,
    "ok": true,
    "note": "Compute a song subset with total 45-50 min"
   },
   {
    "step": 28,
    "tool": "calculate",
    "start_s": 174.97,
    "end_s": 175.15,
    "ok": true,
    "note": "Pick a subset summing safely inside 45-50 minutes"
   },
   {
    "step": 29,
    "tool": "tap_element",
    "start_s": 177.17,
    "end_s": 178.24,
    "ok": true,
    "note": "Dismiss dialog and open Playlists tab to create the playlist"
   },
   {
    "step": 30,
    "tool": "tap_element",
    "start_s": 179.47,
    "end_s": 180.47,
    "ok": true,
    "note": "Open Playlists tab and create new playlist"
   },
   {
    "step": 31,
    "tool": "tap_element",
    "start_s": 181.97,
    "end_s": 182.97,
    "ok": true,
    "note": "Open Playlists more options to find New playlist"
   },
   {
    "step": 32,
    "tool": "tap_element",
    "start_s": 183.96,
    "end_s": 185.24,
    "ok": true,
    "note": "Tap New playlist and enter name"
   },
   {
    "step": 33,
    "tool": "chain",
    "start_s": 186.45,
    "end_s": 191.93,
    "ok": true,
    "note": "Type playlist name and create it"
   },
   {
    "step": 34,
    "tool": "tap_element",
    "start_s": 193.35,
    "end_s": 194.24,
    "ok": true,
    "note": "Open the new playlist to add songs"
   },
   {
    "step": 35,
    "tool": "tap_element",
    "start_s": 195.37,
    "end_s": 196.43,
    "ok": true,
    "note": "Inspect playlist menu for add-songs option"
   },
   {
    "step": 36,
    "tool": "key",
    "start_s": 198.48,
    "end_s": 198.93,
    "ok": true,
    "note": "Close menu, go to Songs tab to add songs"
   },
   {
    "step": 37,
    "tool": "key",
    "start_s": 200.3,
    "end_s": 201.38,
    "ok": true,
    "note": "Return to Playlists, then tap Songs tab"
   },
   {
    "step": 38,
    "tool": "tap_element",
    "start_s": 202.85,
    "end_s": 204.21,
    "ok": true,
    "note": "Open Songs tab to add songs to playlist"
   },
   {
    "step": 39,
    "tool": "chain",
    "start_s": 206.24,
    "end_s": 208.36,
    "ok": true,
    "note": "Open Endless Summer menu and choose Add to playlist"
   },
   {
    "step": 40,
    "tool": "get_ui_state",
    "start_s": 209.49,
    "end_s": 209.76,
    "ok": true,
    "note": "Read playlist picker dialog"
   },
   {
    "step": 41,
    "tool": "tap_element",
    "start_s": 211.51,
    "end_s": 212.37,
    "ok": true,
    "note": "Add Endless Summer to playlist and confirm"
   },
   {
    "step": 42,
    "tool": "chain",
    "start_s": 215.48,
    "end_s": 230.99,
    "ok": true,
    "note": "Add Eternal Flame and Heartbeat Away to the playlist"
   },
   {
    "step": 43,
    "tool": "scroll_to",
    "start_s": 232.26,
    "end_s": 234.49,
    "ok": true,
    "note": "Scroll up and add Beyond the Horizon and City of Stars"
   },
   {
    "step": 44,
    "tool": "chain",
    "start_s": 235.97,
    "end_s": 242.66,
    "ok": true,
    "note": "Add Beyond the Horizon and City of Stars to the playlist"
   },
   {
    "step": 45,
    "tool": "tap_element",
    "start_s": 244.46,
    "end_s": 245.56,
    "ok": true,
    "note": "Open Playlists and the playlist to verify songs and duration"
   },
   {
    "step": 46,
    "tool": "tap_element",
    "start_s": 247.33,
    "end_s": 248.44,
    "ok": true,
    "note": "Open playlist page and read its songs"
   },
   {
    "step": 47,
    "tool": "map_app",
    "start_s": 250.73,
    "end_s": 265.87,
    "ok": true,
    "note": "Recount playlist rows with map_app, then done"
   },
   {
    "step": 48,
    "tool": "get_ui_state",
    "start_s": 267.8,
    "end_s": 267.86,
    "ok": true,
    "note": "Confirm current screen and playlist card values"
   },
   {
    "step": 49,
    "tool": "done",
    "start_s": 273.27,
    "end_s": 273.27,
    "ok": true,
    "note": "Report result"
   }
  ],
  "files": {
   "video_mp4": "benchmarks/androidworld/2026-11-09/RetroPlaylistDuration/video.mp4",
   "video_webm": "benchmarks/androidworld/2026-11-09/RetroPlaylistDuration/video.webm",
   "poster": "benchmarks/androidworld/2026-11-09/RetroPlaylistDuration/poster.webp",
   "steps": "benchmarks/androidworld/2026-11-09/RetroPlaylistDuration/steps.json",
   "task": "benchmarks/androidworld/2026-11-09/RetroPlaylistDuration/task.json"
  }
 }
}