{
 "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": "SimpleSmsReplyMostRecent",
  "mobilerun_grader_pass": true,
  "google_grader_pass": true,
  "lusor_time_s": 27.2,
  "mobilerun_published_time_s": 178.5,
  "speed_ratio": 0.152,
  "lusor_cost_usd": 0.0072,
  "mobilerun_published_actions": 5,
  "mobilerun_est_cost_usd": 0.383,
  "lusor_tool_calls": 8,
  "disclosure": null,
  "skills_read": [],
  "skill_assisted": [],
  "goal": "Reply to the most recent text message using Simple SMS Messenger with message: Wedding anniversary on the 30th. Make reservations!",
  "final_answer": null,
  "final_summary": "I replied to the most recent conversation in Simple SMS Messenger (the top thread, with +19375296280) sending: \"Wedding anniversary on the 30th. Make reservations!\" The message appears in the thread with the send-success indicator.",
  "video_duration_s": 90.3,
  "steps": [
   {
    "step": 1,
    "tool": "get_ui_state",
    "start_s": 45.97,
    "end_s": 45.99,
    "ok": true,
    "note": "Observe current screen to find SMS app"
   },
   {
    "step": 2,
    "tool": "tap_element",
    "start_s": 47.15,
    "end_s": 47.93,
    "ok": true,
    "note": "Tap Messages app to open Simple SMS Messenger"
   },
   {
    "step": 3,
    "tool": "get_ui_state",
    "start_s": 48.75,
    "end_s": 49.02,
    "ok": true,
    "note": "Read SMS app screen"
   },
   {
    "step": 4,
    "tool": "launch",
    "start_s": 51.38,
    "end_s": 54.12,
    "ok": true,
    "note": "Launch Simple SMS Messenger by package"
   },
   {
    "step": 5,
    "tool": "tap_element",
    "start_s": 56.44,
    "end_s": 58.36,
    "ok": true,
    "note": "Open top conversation +19375296280 to check message times"
   },
   {
    "step": 6,
    "tool": "type",
    "start_s": 60.28,
    "end_s": 65.0,
    "ok": true,
    "note": "Type message into compose field"
   },
   {
    "step": 7,
    "tool": "tap_element",
    "start_s": 65.92,
    "end_s": 67.23,
    "ok": true,
    "note": "Tap SMS send button"
   },
   {
    "step": 8,
    "tool": "done",
    "start_s": 69.23,
    "end_s": 69.23,
    "ok": true,
    "note": "Task complete; message sent and verified"
   }
  ],
  "files": {
   "video_mp4": "benchmarks/androidworld/2026-11-09/SimpleSmsReplyMostRecent/video.mp4",
   "video_webm": "benchmarks/androidworld/2026-11-09/SimpleSmsReplyMostRecent/video.webm",
   "poster": "benchmarks/androidworld/2026-11-09/SimpleSmsReplyMostRecent/poster.webp",
   "steps": "benchmarks/androidworld/2026-11-09/SimpleSmsReplyMostRecent/steps.json",
   "task": "benchmarks/androidworld/2026-11-09/SimpleSmsReplyMostRecent/task.json"
  }
 }
}