{ "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": "SimpleCalendarNextMeetingWithPerson", "mobilerun_grader_pass": true, "google_grader_pass": true, "lusor_time_s": 81.2, "mobilerun_published_time_s": 170.3, "speed_ratio": 0.477, "lusor_cost_usd": 0.0379, "mobilerun_published_actions": 7, "mobilerun_est_cost_usd": 0.536, "lusor_tool_calls": 27, "disclosure": null, "skills_read": [ "simple-calendar" ], "skill_assisted": [], "goal": "When is my next meeting with Muhammad in Simple Calendar Pro? Express your answer in the format :.", "final_answer": "October 15 2023 12:00", "final_summary": "Your next meeting with Muhammad is Drinks with Muhammad on October 15 2023 at 12:00. It's the only event on the calendar involving Muhammad (it runs 12:00 to 12:30 today and doesn't repeat).", "video_duration_s": 164.9, "steps": [ { "step": 1, "tool": "read", "start_s": 72.01, "end_s": 72.03, "ok": true, "note": "Read simple-calendar skill and observe screen" }, { "step": 2, "tool": "get_ui_state", "start_s": 72.01, "end_s": 72.03, "ok": true, "note": "Read simple-calendar skill and observe screen" }, { "step": 3, "tool": "launch", "start_s": 73.08, "end_s": 75.57, "ok": true, "note": "Launch Simple Calendar Pro and search for events with Muhammad" }, { "step": 4, "tool": "tap_element", "start_s": 76.39, "end_s": 77.16, "ok": true, "note": "Type Muhammad in calendar search" }, { "step": 5, "tool": "type", "start_s": 78.39, "end_s": 80.52, "ok": true, "note": "Read search results for Muhammad events" }, { "step": 6, "tool": "map_app", "start_s": 81.46, "end_s": 81.51, "ok": true, "note": "Map full search results list for Muhammad" }, { "step": 7, "tool": "key", "start_s": 82.13, "end_s": 82.58, "ok": true, "note": "Close keyboard then map search results" }, { "step": 8, "tool": "map_app", "start_s": 84.01, "end_s": 85.06, "ok": true, "note": "Map search results list to confirm complete set" }, { "step": 9, "tool": "tap_element", "start_s": 88.4, "end_s": 89.09, "ok": true, "note": "Open Drinks with Muhammad event to check date/repeat details" }, { "step": 10, "tool": "get_ui_state", "start_s": 89.92, "end_s": 89.94, "ok": true, "note": "Inspect current screen after tap" }, { "step": 11, "tool": "key", "start_s": 91.75, "end_s": 92.39, "ok": true, "note": "Back out of edit event to search results" }, { "step": 12, "tool": "type", "start_s": 100.31, "end_s": 102.02, "ok": true, "note": "Search broad term 'e' to test whether search spans all months" }, { "step": 13, "tool": "key", "start_s": 102.9, "end_s": 103.28, "ok": true, "note": "Close keyboard and map broad search results to see month coverage" }, { "step": 14, "tool": "tap_element", "start_s": 104.88, "end_s": 105.73, "ok": true, "note": "Focus search field and inspect results list for 'e'" }, { "step": 15, "tool": "get_ui_state", "start_s": 106.67, "end_s": 106.73, "ok": true, "note": "Observe search results for 'e' after focus" }, { "step": 16, "tool": "type", "start_s": 109.11, "end_s": 109.95, "ok": true, "note": "Trigger filter by typing and observe sections" }, { "step": 17, "tool": "map_app", "start_s": 112.12, "end_s": 112.16, "ok": true, "note": "Map 'ee' search results to see if it spans months beyond October" }, { "step": 18, "tool": "key", "start_s": 113.04, "end_s": 113.53, "ok": true, "note": "Close keyboard, map 'ee' results for month span" }, { "step": 19, "tool": "scroll_to", "start_s": 114.42, "end_s": 120.39, "ok": true, "note": "Page down the 'ee' results looking for months after October" }, { "step": 20, "tool": "type", "start_s": 126.02, "end_s": 127.14, "ok": true, "note": "Search 't' to inventory all events and see if any fall outside October" }, { "step": 21, "tool": "get_ui_state", "start_s": 128.16, "end_s": 128.19, "ok": true, "note": "Read 't' search results to inventory events" }, { "step": 22, "tool": "tap_element", "start_s": 131.59, "end_s": 132.66, "ok": true, "note": "Check Change view options for a list view of all events" }, { "step": 23, "tool": "key", "start_s": 137.59, "end_s": 138.01, "ok": true, "note": "Close dialog without changing view and finalize answer" }, { "step": 24, "tool": "chain", "start_s": 139.9, "end_s": 141.36, "ok": true, "note": "Re-verify Muhammad search shows the single Oct 15 12:00 event" }, { "step": 25, "tool": "tap_element", "start_s": 142.57, "end_s": 143.18, "ok": true, "note": "Focus search field and clear/type Muhammad" }, { "step": 26, "tool": "type", "start_s": 144.27, "end_s": 146.3, "ok": true, "note": "Type Muhammad and read results" }, { "step": 27, "tool": "done", "start_s": 148.83, "end_s": 148.84, "ok": true, "note": "Task complete; answer reported" } ], "files": { "video_mp4": "benchmarks/androidworld/2026-11-09/SimpleCalendarNextMeetingWithPerson/video.mp4", "video_webm": "benchmarks/androidworld/2026-11-09/SimpleCalendarNextMeetingWithPerson/video.webm", "poster": "benchmarks/androidworld/2026-11-09/SimpleCalendarNextMeetingWithPerson/poster.webp", "steps": "benchmarks/androidworld/2026-11-09/SimpleCalendarNextMeetingWithPerson/steps.json", "task": "benchmarks/androidworld/2026-11-09/SimpleCalendarNextMeetingWithPerson/task.json" } } }