{ "arm_summary": { "control": { "completed_episodes": 4, "episodes": 4, "error_episodes": 0, "mean_evaluator_reward": 0.5, "mean_latency_s": 233.465123, "mean_llm_calls": 15.75, "mean_steps": 8.5, "success_rate": 0.25, "successes": 1, "total_input_tokens": 411525, "total_output_tokens": 31094 }, "treatment": { "completed_episodes": 4, "episodes": 4, "error_episodes": 0, "mean_evaluator_reward": 0.5, "mean_latency_s": 156.984576, "mean_llm_calls": 12.5, "mean_steps": 8.0, "success_rate": 0.25, "successes": 1, "total_input_tokens": 190519, "total_output_tokens": 19520 } }, "baseline": { "agent": "t3a_claude4_sonnet", "provenance": "historical bundled report; not generated by this runner", "reported_success_rate_approx": 0.88, "run_date": "2025-07-02", "source": "t3a_summary.md and t3a_failed_analysis.md", "tasks": 116, "trials_per_task": 1 }, "command": [ "run_controlled_experiment.py", "--mode", "paired", "--tasks", "SystemWifiTurnOff,SystemWifiTurnOffVerify,SystemWifiTurnOn,SystemWifiTurnOnVerify", "--trials", "1", "--seed", "42", "--model-seed", "42", "--max-steps", "10", "--transition-pause", "0.5", "--skip-device-time", "--output-dir", "validation/paired_wifi_api35_20260729" ], "credentials_persisted": false, "decision": { "completed_pairs": 4, "mean_latency_ratio_treatment_over_control": 0.672411, "net_success_delta": 0, "outcome": "inconclusive_no_success_gain", "paired_regressions": 0, "promote_to_full_suite_candidate": false, "reason": "Treatment produced no paired success gain; keep the upstream control prompt." }, "diagnosis": { "findings": [ "The historical run evaluated 116 tasks once each and reports approximately 88% overall success.", "Wi-Fi is a concentrated failure cluster: three of the four SystemWifiTurn* rows failed in the bundled per-task table.", "The capability matrix links the cluster to weak complex_ui_understanding, information_retrieval, and requires_setup behavior.", "The failed traces show navigation/state-verification loops; increasing the step cap alone would treat a symptom rather than the cause." ], "layered_hypotheses": [ { "id": "H1", "idea": "Add Wi-Fi Settings navigation and state-verification guidance.", "layer": "surface" }, { "id": "H2", "idea": "Add application-specific recognition rules for non-standard Tasks UI.", "layer": "surface" }, { "id": "H3", "idea": "Repair and validate the multimodal input path for transcription tasks.", "layer": "middle" }, { "id": "H4", "idea": "Conditionally enable deeper thinking for counting tasks; do not enable globally without cost evidence.", "layer": "middle" }, { "id": "H6", "idea": "Combine screenshots with structured UI-tree input and test model/input ablations.", "layer": "deep" } ] }, "environment": { "android_world_checkout": "/Users/boj/book/ai-agent-book/chapter6/android_world", "android_world_checkout_clean": true, "android_world_commit": "0e95d641e244504c22087cc29b013f3b2428a261", "api_level": 35, "avd_name": "Pixel_9_Pro_API_35", "device_model": "sdk_gphone64_arm64", "device_serial": "emulator-5554", "grpc_port": 8554, "perform_emulator_setup": false, "physical_size": "Physical size: 1280x2856", "protobuf_bootstrap": { "generated_protobufs_in_temporary_directory": true, "temporary_directory_persisted": false }, "skip_device_time": true, "upstream_tested_api_level": 33, "upstream_tested_device": "Pixel 6" }, "environment_boundaries": [ "The available AVD is API 35, while upstream is tested on Pixel 6 / API 33. Results are real but not reference-environment comparable.", "The full third-party AndroidWorld app bundle was not provisioned. This run is restricted to system Settings tasks.", "Per-task device-time setting was skipped because the non-root API-35 AVD rejects `adb shell date`; Wi-Fi evaluators do not depend on time." ], "episodes": [ { "agent_declared_done": false, "arm": "control", "elapsed_s": 380.731136, "error": null, "evaluator_reward": 0.0, "goal": "Turn wifi off.", "initial_evaluator_reward": 0.0, "llm": { "calls": 16, "input_tokens": 118723, "latency_s": 351.520762, "output_tokens": 13295, "reasoning_tokens": 12267, "system_fingerprints": [] }, "order_position": 1, "pair_id": "SystemWifiTurnOff:trial-1:seed-42", "pair_seed": 42, "params": { "on_or_off": "off" }, "status": "completed", "steps": 10, "success": false, "task": "SystemWifiTurnOff", "trace": [ { "action_type": "scroll", "done": false, "elapsed_s": 26.63998, "goal_status": null, "reason": "To access the quick settings panel where the Wi-Fi toggle is located, I need to scroll down from the top of the home screen. The ScrollView (UI element 0) is the main scrollable container for the home screen, so scrolling down on it will reveal the quick settings panel.", "step": 1 }, { "action_type": "click", "done": false, "elapsed_s": 59.539037, "goal_status": null, "reason": "To turn off Wi-Fi, the Settings app is a reliable path. The \"Settings\" app is visible in the app drawer (UI element 28, content_description \"Settings\", is_clickable=True). Clicking it will open the Settings menu, where Wi-Fi settings can be accessed.", "step": 2 }, { "action_type": "scroll", "done": false, "elapsed_s": 42.506806, "goal_status": null, "reason": "To turn off Wi-Fi, accessing the quick settings panel is a direct method. Since the current screen is the Settings app, scrolling down from the top (status bar area) should open the quick settings panel, where the Wi-Fi toggle is typically located. This is more efficient than navigating through menu options.", "step": 3 }, { "action_type": "wait", "done": false, "elapsed_s": 52.326131, "goal_status": null, "reason": "The current screen is the Settings menu, but the \"Network & internet\" option (which contains Wi-Fi settings) is not yet interactive. The UI elements list shows that the text elements for settings categories are not clickable, indicating the screen may still be transitioning or loading. To proceed, we need to wait for the screen to fully load so that interactive elements become available.", "step": 4 }, { "action_type": "wait", "done": false, "elapsed_s": 70.960431, "goal_status": null, "reason": "The \"Network & internet\" option (UI elements 5 and 6) is visible but not yet clickable, indicating the Settings screen may still be loading. Waiting again to allow the screen to fully load so that interactive elements become available.", "step": 5 }, { "action_type": "scroll", "done": false, "elapsed_s": 23.57611, "goal_status": null, "reason": "The \"Network & internet\" option in the Settings menu is still not clickable, indicating the screen may not have fully loaded or the element isn't interactive. To access Wi-Fi settings more efficiently, accessing the quick settings panel by scrolling down from the top of the screen (scroll direction \"down\" on the whole screen) could reveal a Wi-Fi toggle, which is a common and direct way to turn Wi-Fi off.", "step": 6 }, { "action_type": "navigate_home", "done": false, "elapsed_s": 39.13667, "goal_status": null, "reason": "Since the \"Network & internet\" option in the Settings screen is not clickable even after waiting, the alternative approach is to return to the home screen and access quick settings by swiping down, which is a common method to toggle Wi-Fi. First, navigate back to the home screen.", "step": 7 }, { "action_type": "scroll", "done": false, "elapsed_s": 28.530776, "goal_status": null, "reason": "To access the quick settings panel where the Wi-Fi toggle is located, I need to scroll down from the top of the home screen. The main scrollable area of the home screen is UI element 0 (ScrollView), so scrolling down on this element should reveal the quick settings.", "step": 8 }, { "action_type": "scroll", "done": false, "elapsed_s": 17.896227, "goal_status": null, "reason": "To access the quick settings panel and toggle Wi-Fi off, I need to swipe down from the top of the screen. Since the current screen is the app drawer, scrolling up (which corresponds to swiping down from the top) on the entire screen may reveal the quick settings panel.", "step": 9 }, { "action_type": "scroll", "done": false, "elapsed_s": 18.071515, "goal_status": null, "reason": "To access the quick settings panel where the Wi-Fi toggle is located, I need to swipe down from the top of the screen. Since the current screen is the app drawer, scrolling down on the entire screen (without specifying an index) should reveal the quick settings panel, allowing me to proceed to turn off Wi-Fi.", "step": 10 } ], "trial": 1 }, { "agent_declared_done": false, "arm": "treatment", "elapsed_s": 202.549897, "error": null, "evaluator_reward": 0.0, "goal": "Turn wifi off.", "initial_evaluator_reward": 0.0, "llm": { "calls": 14, "input_tokens": 61789, "latency_s": 189.491675, "output_tokens": 6769, "reasoning_tokens": 5851, "system_fingerprints": [] }, "order_position": 2, "pair_id": "SystemWifiTurnOff:trial-1:seed-42", "pair_seed": 42, "params": { "on_or_off": "off" }, "status": "completed", "steps": 10, "success": false, "task": "SystemWifiTurnOff", "trace": [ { "action_type": "open_app", "done": false, "elapsed_s": 15.151247, "goal_status": null, "reason": "To turn off Wi-Fi, I need to access the Settings app where Wi-Fi controls are located. The \"Settings\" app is visible on the home screen (UI element 5), so the next step is to open the Settings app.", "step": 1 }, { "action_type": "click", "done": false, "elapsed_s": 35.237178, "goal_status": null, "reason": "To turn off Wi-Fi, I need to navigate to the Wi-Fi settings. The \"Network & internet\" option on the Settings home screen is the entry point for network-related settings, including Wi-Fi. The title \"Network & internet\" is visible as UI element 5, and selecting this will lead to the next screen where Wi-Fi controls are located.", "step": 2 }, { "action_type": "click", "done": false, "elapsed_s": 18.787316, "goal_status": null, "reason": "To proceed to the Wi-Fi control screen, I need to access the \"Internet\" section under \"Network & internet\". The \"Internet\" text (UI element 3) is visible and likely leads to the Wi-Fi settings where the toggle switch is located.", "step": 3 }, { "action_type": "wait", "done": false, "elapsed_s": 26.282924, "goal_status": null, "reason": "The current screen only displays status bar elements, indicating the Settings app may still be loading after attempting to navigate to \"Network & internet\". To proceed, we need to wait for the screen to update and load the Settings content properly.", "step": 4 }, { "action_type": "scroll", "done": false, "elapsed_s": 17.113455, "goal_status": null, "reason": "The current screen only shows status bar elements, indicating the Settings app may not have loaded properly. To access Wi-Fi controls quickly, scrolling down to open the quick settings panel (which typically contains a Wi-Fi toggle) is a viable alternative. This will allow me to locate and turn off the Wi-Fi switch.", "step": 5 }, { "action_type": "scroll", "done": false, "elapsed_s": 15.823487, "goal_status": null, "reason": "The current screen only shows status bar elements, indicating we are not in the Settings app. To access Wi-Fi controls, a quicker method is to open the quick settings panel by scrolling down from the status bar. This will likely reveal the Wi-Fi toggle, allowing us to turn it off directly.", "step": 6 }, { "action_type": "scroll", "done": false, "elapsed_s": 12.217472, "goal_status": null, "reason": "The current screen only shows status bar elements, and previous attempts to navigate through Settings didn't successfully load the Wi-Fi control screen. To access Wi-Fi quickly, swiping down from the top (scroll down) will reveal the quick settings panel, where a Wi-Fi toggle is typically available.", "step": 7 }, { "action_type": "scroll", "done": false, "elapsed_s": 17.294679, "goal_status": null, "reason": "The current screen only displays status bar elements, indicating we might be on the home screen or notification shade. To access the Wi-Fi toggle quickly, scrolling down to open the quick settings panel is a common method. This will likely reveal the Wi-Fi switch needed to turn it off.", "step": 8 }, { "action_type": "scroll", "done": false, "elapsed_s": 14.545387, "goal_status": null, "reason": "The current screen only shows status bar elements, indicating the Settings app did not load properly. To access Wi-Fi controls quickly, scrolling down to open the quick settings panel (which typically contains a Wi-Fi toggle) is a viable alternative. This will allow visibility of the Wi-Fi switch to turn it off.", "step": 9 }, { "action_type": "scroll", "done": false, "elapsed_s": 28.741499, "goal_status": null, "reason": "The current screen only displays status bar elements, indicating the Settings app did not load properly. To access Wi-Fi controls, an alternative approach is to use the quick settings panel, which can be revealed by scrolling down from the status bar. Scrolling down may display the quick settings with a Wi-Fi toggle.", "step": 10 } ], "trial": 1 }, { "agent_declared_done": false, "arm": "treatment", "elapsed_s": 158.30434, "error": null, "evaluator_reward": 1.0, "goal": "Turn wifi off.", "initial_evaluator_reward": 1.0, "llm": { "calls": 14, "input_tokens": 58690, "latency_s": 146.492241, "output_tokens": 5334, "reasoning_tokens": 4379, "system_fingerprints": [] }, "order_position": 1, "pair_id": "SystemWifiTurnOffVerify:trial-1:seed-1051", "pair_seed": 1051, "params": { "on_or_off": "off" }, "status": "completed", "steps": 10, "success": false, "task": "SystemWifiTurnOffVerify", "trace": [ { "action_type": "click", "done": false, "elapsed_s": 16.404113, "goal_status": null, "reason": "To turn off Wi-Fi, the first step is to open the Settings app. The \"Settings\" app is visible on the home screen as UI element 5, which is clickable. Clicking this element will open the Settings app, allowing access to Wi-Fi settings.", "step": 1 }, { "action_type": "click", "done": false, "elapsed_s": 30.54543, "goal_status": null, "reason": "To turn off Wi-Fi, I need to navigate to the Wi-Fi settings. The \"Network & internet\" option (UI element 5) is visible on the current Settings screen and is the logical next step, as it contains Wi-Fi settings. Clicking on this option will allow me to access the Internet settings where the Wi-Fi switch is located.", "step": 2 }, { "action_type": "click", "done": false, "elapsed_s": 16.866803, "goal_status": null, "reason": "To turn off Wi-Fi, I need to access the Wi-Fi settings. The current screen is \"Network & internet\", and the \"Internet\" option (UI element 3) is visible. This option typically leads to the Wi-Fi and mobile data settings, so clicking on it will allow me to proceed to the screen with the Wi-Fi switch.", "step": 3 }, { "action_type": "wait", "done": false, "elapsed_s": 22.670385, "goal_status": null, "reason": "The current screen only displays status bar elements (time, notifications, mobile signal, battery), indicating that the navigation to the Wi-Fi settings page may not have completed or the screen is still loading. To proceed, we need to wait for the screen to update and display the Wi-Fi controls.", "step": 4 }, { "action_type": "scroll", "done": false, "elapsed_s": 10.780344, "goal_status": null, "reason": "The current screen only displays status bar and notification elements, with no visible Wi-Fi controls. To access the quick settings panel (where Wi-Fi toggle is typically located), scrolling down the screen is necessary to reveal additional UI elements like quick settings tiles.", "step": 5 }, { "action_type": "scroll", "done": false, "elapsed_s": 12.101412, "goal_status": null, "reason": "The current screen only shows status bar elements, indicating we are in the notification shade or status bar area. To access the Wi-Fi toggle quickly, expanding the quick settings panel by scrolling down is a feasible approach. This will likely reveal the Wi-Fi switch, allowing us to turn it off.", "step": 6 }, { "action_type": "scroll", "done": false, "elapsed_s": 12.383059, "goal_status": null, "reason": "The current screen only displays status bar elements, indicating we might be on the notification shade or lock screen. To access Wi-Fi controls quickly, scrolling down the screen (direction \"down\") will likely reveal the quick settings panel, where a Wi-Fi toggle is typically available. This is a more efficient alternative to navigating through Settings again after previous attempts didn't load properly.", "step": 7 }, { "action_type": "scroll", "done": false, "elapsed_s": 10.986738, "goal_status": null, "reason": "The current screen only displays status bar elements, indicating we might be in the notification shade. To access the Wi-Fi toggle quickly, scrolling down to reveal the quick settings panel is a logical next step, as quick settings typically include Wi-Fi controls.", "step": 8 }, { "action_type": "scroll", "done": false, "elapsed_s": 11.487387, "goal_status": null, "reason": "The current screen only displays status bar elements, indicating we might be in the notification shade. To access the Wi-Fi toggle quickly, scrolling down the screen (direction \"down\") will likely reveal the quick settings panel, where the Wi-Fi switch is typically located. This is a more efficient alternative since previous attempts to navigate through Settings didn't load the necessary controls.", "step": 9 }, { "action_type": "scroll", "done": false, "elapsed_s": 13.61881, "goal_status": null, "reason": "The current screen only displays status bar elements, indicating we might be in the notification shade or the Settings app didn't load properly. To access Wi-Fi controls quickly, scrolling down (direction \"down\") the screen can reveal the quick settings panel, which typically contains a Wi-Fi toggle. This is a common and efficient method to adjust Wi-Fi on Android.", "step": 10 } ], "trial": 1 }, { "agent_declared_done": false, "arm": "control", "elapsed_s": 246.216981, "error": null, "evaluator_reward": 1.0, "goal": "Turn wifi off.", "initial_evaluator_reward": 1.0, "llm": { "calls": 21, "input_tokens": 137649, "latency_s": 230.204006, "output_tokens": 7910, "reasoning_tokens": 6729, "system_fingerprints": [] }, "order_position": 2, "pair_id": "SystemWifiTurnOffVerify:trial-1:seed-1051", "pair_seed": 1051, "params": { "on_or_off": "off" }, "status": "completed", "steps": 10, "success": false, "task": "SystemWifiTurnOffVerify", "trace": [ { "action_type": "click", "done": false, "elapsed_s": 20.231633, "goal_status": null, "reason": "To turn off Wi-Fi, I need to access the Settings app first. The \"Settings\" app is visible on the home screen as UI element 5, which is clickable. Clicking on it will open the Settings menu where Wi-Fi settings can be found.", "step": 1 }, { "action_type": "click", "done": false, "elapsed_s": 15.749699, "goal_status": null, "reason": "To turn off Wi-Fi, I need to access the Network & internet settings. The \"Network & internet\" option is visible on the screen (UI element 5), which is the correct section to manage Wi-Fi settings. Clicking on this will navigate to the next screen where Wi-Fi controls are located.", "step": 2 }, { "action_type": "click", "done": false, "elapsed_s": 19.250563, "goal_status": null, "reason": "To turn off Wi-Fi, I need to access the Wi-Fi controls. The current \"Network & internet\" screen shows an \"Internet\" option (UI element 3), which likely leads to the section where Wi-Fi can be managed. Clicking on \"Internet\" will allow me to proceed to the next screen where the Wi-Fi toggle is located.", "step": 3 }, { "action_type": "navigate_back", "done": false, "elapsed_s": 25.401725, "goal_status": null, "reason": "The current screen only displays status bar elements (system UI), which suggests we navigated away from the Settings app unintentionally. To return to the Network & internet settings and access Wi-Fi controls, we need to navigate back to the previous screen.", "step": 4 }, { "action_type": "scroll", "done": false, "elapsed_s": 31.219457, "goal_status": null, "reason": "To locate the Wi-Fi settings, which are likely not visible in the current view, I need to scroll up within the scrollable area (UI element 0) of the Network & internet settings screen. This will help reveal additional options that may include the Wi-Fi control.", "step": 5 }, { "action_type": "scroll", "done": false, "elapsed_s": 16.619698, "goal_status": null, "reason": "The current screen is the Network & internet settings, but the Wi-Fi option is not visible. Since the screen contains a scrollable element (UI element 0), scrolling down may reveal additional settings, including Wi-Fi, which is necessary to proceed with turning it off.", "step": 6 }, { "action_type": "scroll", "done": false, "elapsed_s": 18.484108, "goal_status": null, "reason": "The current screen is the Network & internet settings, but the Wi-Fi option is not visible. The scrollable element (UI element 0) has a large bounding box, suggesting there may be additional content below the currently visible options. To reveal the Wi-Fi option, I need to scroll down further in the ScrollView.", "step": 7 }, { "action_type": "scroll", "done": false, "elapsed_s": 38.751525, "goal_status": null, "reason": "The current screen is the Network & internet settings, and the Wi-Fi option is not visible. The ScrollView (UI element 0) is scrollable, and there may be additional content below the currently visible elements. Scrolling down further in the ScrollView could reveal the Wi-Fi option, which is necessary to proceed with turning off Wi-Fi.", "step": 8 }, { "action_type": "scroll", "done": false, "elapsed_s": 23.717756, "goal_status": null, "reason": "The current screen shows Network & internet settings, but the Wi-Fi option is not visible. Previous attempts to scroll down did not reveal Wi-Fi, so it's possible Wi-Fi is located above the currently visible \"Internet\" option. Scrolling up in the ScrollView (UI element 0) may reveal the Wi-Fi setting needed to turn it off.", "step": 9 }, { "action_type": "scroll", "done": false, "elapsed_s": 35.305743, "goal_status": null, "reason": "The current screen is the Network & internet settings, but the Wi-Fi option is not visible. The ScrollView (UI element 0) is scrollable, and there may be content above the currently visible elements (e.g., \"Internet\" starts at y_min=741, while the ScrollView starts at y_min=156). Scrolling up could reveal the Wi-Fi option located at the top of the settings list.", "step": 10 } ], "trial": 1 }, { "agent_declared_done": false, "arm": "control", "elapsed_s": 218.083707, "error": null, "evaluator_reward": 0.0, "goal": "Turn wifi on.", "initial_evaluator_reward": 0.0, "llm": { "calls": 19, "input_tokens": 109266, "latency_s": 196.667789, "output_tokens": 7024, "reasoning_tokens": 5850, "system_fingerprints": [] }, "order_position": 1, "pair_id": "SystemWifiTurnOn:trial-1:seed-2060", "pair_seed": 2060, "params": { "on_or_off": "on" }, "status": "completed", "steps": 10, "success": false, "task": "SystemWifiTurnOn", "trace": [ { "action_type": "click", "done": false, "elapsed_s": 14.962975, "goal_status": null, "reason": "To turn on Wi-Fi, the first step is to open the Settings app. The \"Settings\" app is visible on the home screen as UI element 5, which is clickable. Clicking on it will open the Settings menu where Wi-Fi settings can be accessed.", "step": 1 }, { "action_type": "click", "done": false, "elapsed_s": 21.320157, "goal_status": null, "reason": "To turn on Wi-Fi, I need to first access the Network & internet settings. The \"Network & internet\" option (UI element 5) is visible on the current Settings screen and is the logical next step to proceed toward Wi-Fi configuration.", "step": 2 }, { "action_type": "scroll", "done": false, "elapsed_s": 22.760558, "goal_status": null, "reason": "The current screen is the \"Network & internet\" settings. To turn on Wi-Fi, I need to locate the Wi-Fi option. The visible UI elements do not include Wi-Fi, suggesting it might be above the currently visible content. The ScrollView (UI element 0) is scrollable, so scrolling up will reveal additional options that may include Wi-Fi.", "step": 3 }, { "action_type": "scroll", "done": false, "elapsed_s": 15.646319, "goal_status": null, "reason": "The current screen shows the Network & internet settings, but the Wi-Fi option is not visible. Since the ScrollView (UI element 0) is scrollable, scrolling down is necessary to reveal additional settings that may include Wi-Fi.", "step": 4 }, { "action_type": "scroll", "done": false, "elapsed_s": 24.317959, "goal_status": null, "reason": "The goal is to turn on Wi-Fi, and we are currently in the \"Network & internet\" settings. Wi-Fi is typically a primary option in this menu but is not visible in the current screen. The ScrollView (UI element 0) is scrollable, and the visible content starts from \"Internet\" (y_min=741). To locate Wi-Fi, which is likely positioned above the currently visible elements, we need to scroll up on the ScrollView to reveal the top section of the menu.", "step": 5 }, { "action_type": "scroll", "done": false, "elapsed_s": 33.229638, "goal_status": null, "reason": "The current screen is the Network & internet settings, but the Wi-Fi option is not visible. The ScrollView (UI element 0) is scrollable, and there may be content above the currently visible \"Internet\" section that includes the Wi-Fi toggle. Scrolling up in the ScrollView could reveal the Wi-Fi option at the top of the page.", "step": 6 }, { "action_type": "click", "done": false, "elapsed_s": 21.789323, "goal_status": null, "reason": "The current screen shows the \"Network & internet\" settings, but the Wi-Fi option is not directly visible. The \"Internet\" option (UI element 3) is present, which likely contains Wi-Fi settings. Tapping on \"Internet\" will allow access to the Wi-Fi toggle.", "step": 7 }, { "action_type": "wait", "done": false, "elapsed_s": 23.160415, "goal_status": null, "reason": "The current screen only displays status bar elements (time, notifications, battery, etc.) from the system UI, indicating that the \"Internet\" settings screen has not fully loaded yet. To access the Wi-Fi toggle, we need to wait for the screen to finish transitioning and display the relevant settings.", "step": 8 }, { "action_type": "scroll", "done": false, "elapsed_s": 14.736699, "goal_status": null, "reason": "The current screen only shows the status bar, indicating the Settings app may not have loaded properly. A common alternative to access Wi-Fi quickly is through the quick settings panel, which is typically revealed by scrolling down from the top. Since the screen is the status bar, scrolling down the whole screen (direction \"down\") should bring up the quick settings panel where the Wi-Fi toggle is likely located.", "step": 9 }, { "action_type": "navigate_home", "done": false, "elapsed_s": 24.808469, "goal_status": null, "reason": "The current screen only displays the status bar, indicating we are not in the Settings app or any relevant menu to access Wi-Fi settings. To reset the state and start fresh, navigating to the home screen is the best next step. This will allow us to re-open the Settings app or access quick settings to enable Wi-Fi.", "step": 10 } ], "trial": 1 }, { "agent_declared_done": false, "arm": "treatment", "elapsed_s": 177.846759, "error": null, "evaluator_reward": 0.0, "goal": "Turn wifi on.", "initial_evaluator_reward": 0.0, "llm": { "calls": 19, "input_tokens": 53130, "latency_s": 150.107272, "output_tokens": 5344, "reasoning_tokens": 4394, "system_fingerprints": [] }, "order_position": 2, "pair_id": "SystemWifiTurnOn:trial-1:seed-2060", "pair_seed": 2060, "params": { "on_or_off": "on" }, "status": "completed", "steps": 10, "success": false, "task": "SystemWifiTurnOn", "trace": [ { "action_type": "click", "done": false, "elapsed_s": 17.308757, "goal_status": null, "reason": "To turn on Wi-Fi, the first step is to open the Settings app, which is visible on the home screen. UI element 5 is the \"Settings\" app and is clickable, so I will tap on it to proceed.", "step": 1 }, { "action_type": "click", "done": false, "elapsed_s": 18.29001, "goal_status": null, "reason": "To proceed to enable Wi-Fi, I need to access the \"Network & internet\" settings. The \"Network & internet\" option (UI element 5) is visible on the current Settings screen and is the logical next step to navigate to Wi-Fi settings.", "step": 2 }, { "action_type": "click", "done": false, "elapsed_s": 18.631779, "goal_status": null, "reason": "To proceed to the Wi-Fi settings, I need to access the \"Internet\" section under \"Network & internet\". The \"Internet\" text (UI element 3) is part of the clickable section that leads to Wi-Fi and mobile data controls. Tapping this section will allow me to view and toggle the Wi-Fi switch.", "step": 3 }, { "action_type": "wait", "done": false, "elapsed_s": 21.857861, "goal_status": null, "reason": "After attempting to click \"Network & internet\" in Step 2, an error occurred, and the current screen's UI elements are not available. This suggests the screen may still be loading or did not transition properly. To resolve this, we should wait for the screen to update so that the necessary UI elements (like \"Network & internet\" or Wi-Fi settings) become available again.", "step": 4 }, { "action_type": "wait", "done": false, "elapsed_s": 16.658172, "goal_status": null, "reason": "The current screen's UI elements are not available, likely due to the previous error when attempting to click \"Network & internet\" and the subsequent wait not fully resolving the loading issue. To proceed, we need to wait again for the screen to finish loading so that the necessary UI elements (like \"Network & internet\") become accessible.", "step": 5 }, { "action_type": "wait", "done": false, "elapsed_s": 14.241062, "goal_status": null, "reason": "The current screen's UI elements are not available, indicating the page is still loading. To proceed with enabling Wi-Fi, we need to wait for the screen to fully load so that the necessary UI elements (like \"Network & internet\" or Wi-Fi settings) become accessible.", "step": 6 }, { "action_type": "navigate_back", "done": false, "elapsed_s": 23.663639, "goal_status": null, "reason": "The previous attempts to access \"Network & internet\" in Settings resulted in an error, and subsequent waits have not resolved the issue as UI elements remain unavailable. To reset the process, navigating back to the home screen will allow re-opening the Settings app and retrying the steps to enable Wi-Fi.", "step": 7 }, { "action_type": "open_app", "done": false, "elapsed_s": 13.982962, "goal_status": null, "reason": "After navigating back, the current screen likely needs to re-open the Settings app to proceed with enabling Wi-Fi. Since previous attempts to access \"Network & internet\" had errors, reopening Settings is necessary to restart the process.", "step": 8 }, { "action_type": "wait", "done": false, "elapsed_s": 16.120789, "goal_status": null, "reason": "After reopening the Settings app in Step 8, the current screen's UI elements are not available, indicating the Settings app is still loading. To proceed with accessing \"Network & internet\" settings, we need to wait for the screen to fully load and display the necessary UI elements.", "step": 9 }, { "action_type": "wait", "done": false, "elapsed_s": 15.750872, "goal_status": null, "reason": "The current screen UI elements are not available, indicating the Settings app may still be loading after reopening. To proceed with accessing \"Network & internet\" settings, we need to wait for the screen to fully load and display the necessary UI elements.", "step": 10 } ], "trial": 1 }, { "agent_declared_done": true, "arm": "treatment", "elapsed_s": 89.237307, "error": null, "evaluator_reward": 1.0, "goal": "Turn wifi on.", "initial_evaluator_reward": 1.0, "llm": { "calls": 3, "input_tokens": 16910, "latency_s": 57.804161, "output_tokens": 2073, "reasoning_tokens": 1887, "system_fingerprints": [] }, "order_position": 1, "pair_id": "SystemWifiTurnOnVerify:trial-1:seed-3069", "pair_seed": 3069, "params": { "on_or_off": "on" }, "status": "completed", "steps": 2, "success": true, "task": "SystemWifiTurnOnVerify", "trace": [ { "action_type": "click", "done": false, "elapsed_s": 21.199152, "goal_status": null, "reason": "To turn on Wi-Fi, the first step is to open the Settings app. The \"Settings\" app icon is visible on the home screen (UI element 5), which is clickable. Clicking this will allow access to the Settings menu where Wi-Fi can be enabled.", "step": 1 }, { "action_type": "status", "done": true, "elapsed_s": 38.952268, "goal_status": "complete", "reason": "The status bar UI element 22 has a content description of \"Wifi signal full.\", which indicates that Wi-Fi is already enabled and connected. Since the user's goal is to turn Wi-Fi on and the desired state is already achieved, the task can be completed.", "step": 2 } ], "trial": 1 }, { "agent_declared_done": true, "arm": "control", "elapsed_s": 88.828668, "error": null, "evaluator_reward": 1.0, "goal": "Turn wifi on.", "initial_evaluator_reward": 1.0, "llm": { "calls": 7, "input_tokens": 45887, "latency_s": 82.588881, "output_tokens": 2865, "reasoning_tokens": 2440, "system_fingerprints": [] }, "order_position": 2, "pair_id": "SystemWifiTurnOnVerify:trial-1:seed-3069", "pair_seed": 3069, "params": { "on_or_off": "on" }, "status": "completed", "steps": 4, "success": true, "task": "SystemWifiTurnOnVerify", "trace": [ { "action_type": "click", "done": false, "elapsed_s": 17.418649, "goal_status": null, "reason": "To turn on Wi-Fi, the first step is to open the Settings app. The \"Settings\" app is visible on the home screen as UI element 5, which is clickable. Clicking on it will open the Settings menu where Wi-Fi settings can be accessed.", "step": 1 }, { "action_type": "click", "done": false, "elapsed_s": 37.647, "goal_status": null, "reason": "To proceed towards turning on Wi-Fi, I need to access the \"Network & internet\" settings, as it is the section that contains Wi-Fi options. The \"Network & internet\" title (UI element 5) is visible and is the logical next step to navigate into the relevant settings.", "step": 2 }, { "action_type": "scroll", "done": false, "elapsed_s": 20.226415, "goal_status": null, "reason": "The current screen is the \"Network & internet\" settings page. To turn on Wi-Fi, a common location for the Wi-Fi toggle is at the top of this page, which may not be visible due to the current view. The UI element 0 is a scrollable ScrollView, so scrolling up is necessary to reveal additional content, potentially including the Wi-Fi toggle switch.", "step": 3 }, { "action_type": "status", "done": true, "elapsed_s": 13.083655, "goal_status": "complete", "reason": "The status bar shows a UI element (index 22) with content description \"Wifi signal full.\", indicating that Wi-Fi is already turned on. Since the user's goal is to turn Wi-Fi on and it is already enabled, the task is complete.", "step": 4 } ], "trial": 1 } ], "experiment": "6-10", "experiment_complete": false, "generated_at_utc": "2026-07-29T12:13:15Z", "hypothesis": { "change": "Use upstream T3A.set_task_guidelines to add only Wi-Fi Settings navigation and final-state verification guidance.", "expected_result": "At least one net paired Wi-Fi success, with no paired regression; record reward, steps, latency, calls, and tokens.", "guardrails": "Same model, seed, task parameters, emulator, checkout, and step budget; do not treat a subset gain as full-suite success.", "guideline_sha256": "603e21cfc2f85d262b5c04f3dbd9e3e682910b66285b50971560cdeeac6e3c6c", "guidelines": [ "For Wi-Fi tasks, first inspect the visible Settings state. If the requested state is already achieved, immediately finish with status complete and do not toggle it.", "If a change is needed, open Settings and use Network & internet, then Internet, then the visible Wi-Fi switch. Wait for the UI to settle after toggling.", "Before reporting completion, verify the requested on/off state from the visible switch or status text. Do not repeatedly reopen Settings or toggle without checking state." ], "id": "H1" }, "model": { "base_url": "https://ark.cn-beijing.volces.com/api/v3", "max_tokens": 1024, "model": "doubao-seed-1-6-250615", "provider": "ark", "seed": 42, "temperature": 0 }, "paired_comparison": [ { "control_latency_s": 380.731136, "control_reward": 0.0, "control_steps": 10, "control_success": false, "pair_id": "SystemWifiTurnOff:trial-1:seed-42", "reward_delta": 0.0, "success_delta": 0, "task": "SystemWifiTurnOff", "treatment_latency_s": 202.549897, "treatment_reward": 0.0, "treatment_steps": 10, "treatment_success": false, "trial": 1 }, { "control_latency_s": 246.216981, "control_reward": 1.0, "control_steps": 10, "control_success": false, "pair_id": "SystemWifiTurnOffVerify:trial-1:seed-1051", "reward_delta": 0.0, "success_delta": 0, "task": "SystemWifiTurnOffVerify", "treatment_latency_s": 158.30434, "treatment_reward": 1.0, "treatment_steps": 10, "treatment_success": false, "trial": 1 }, { "control_latency_s": 218.083707, "control_reward": 0.0, "control_steps": 10, "control_success": false, "pair_id": "SystemWifiTurnOn:trial-1:seed-2060", "reward_delta": 0.0, "success_delta": 0, "task": "SystemWifiTurnOn", "treatment_latency_s": 177.846759, "treatment_reward": 0.0, "treatment_steps": 10, "treatment_success": false, "trial": 1 }, { "control_latency_s": 88.828668, "control_reward": 1.0, "control_steps": 4, "control_success": true, "pair_id": "SystemWifiTurnOnVerify:trial-1:seed-3069", "reward_delta": 0.0, "success_delta": 0, "task": "SystemWifiTurnOnVerify", "treatment_latency_s": 89.237307, "treatment_reward": 1.0, "treatment_steps": 2, "treatment_success": true, "trial": 1 } ], "run_id": "exp6-10-20260729T114648Z", "schema_version": 1, "scope": { "completed_episodes": 8, "error_episodes": 0, "full_suite_completed": false, "manuscript_five_seed_gate_completed": false, "max_steps": 10, "mode": "paired", "tasks": [ "SystemWifiTurnOff", "SystemWifiTurnOffVerify", "SystemWifiTurnOn", "SystemWifiTurnOnVerify" ], "trials_per_task": 1 } }