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ai-agent-book 精选快照(<2MB 代码与文档,来自 github.com/bojieli/ai-agent-book)
2026-08-20 13:12:50 +00:00

685 lines
22 KiB
JSON

{
"benchmark": "tau2-bench",
"operator": "Codex acting as the human operator",
"tier": "medium",
"source_commit": "8d005b0e5b9e4af0bc055886fa7f95fc86d1710e",
"user_simulator": "local Qwen/Qwen2.5-3B-Instruct on CPU",
"simulation": {
"id": "f67fcd67-db7d-40b2-a038-f3412f9a6205",
"task_id": "[mobile_data_issue]bad_vpn|data_saver_mode_on|user_abroad_roaming_disabled_on[PERSONA:None]",
"timestamp": "2026-08-03T14:34:34.786864",
"start_time": "2026-08-03T14:16:50.750627",
"end_time": "2026-08-03T14:34:34.786854",
"duration": 1064.035718344152,
"termination_reason": "user_stop",
"agent_cost": 0.0,
"user_cost": 0.0,
"reward_info": {
"reward": 1.0,
"db_check": {
"db_match": false,
"db_reward": 0.0
},
"env_assertions": [
{
"env_assertion": {
"env_type": "user",
"func_name": "assert_mobile_data_status",
"arguments": {
"expected_status": true
},
"assert_value": true,
"message": null
},
"met": true,
"reward": 1.0
},
{
"env_assertion": {
"env_type": "user",
"func_name": "assert_internet_speed",
"arguments": {
"expected_speed": 200,
"expected_desc": "excellent"
},
"assert_value": true,
"message": null
},
"met": true,
"reward": 1.0
}
],
"action_checks": [
{
"action": {
"action_id": "disconnect_vpn_0",
"requestor": "user",
"name": "disconnect_vpn",
"arguments": {},
"info": null,
"compare_args": null
},
"action_match": true,
"action_reward": 1.0
},
{
"action": {
"action_id": "toggle_data_saver_mode_1",
"requestor": "user",
"name": "toggle_data_saver_mode",
"arguments": {},
"info": null,
"compare_args": null
},
"action_match": true,
"action_reward": 1.0
},
{
"action": {
"action_id": "enable_roaming_2",
"requestor": "assistant",
"name": "enable_roaming",
"arguments": {
"customer_id": "C1001",
"line_id": "L1002"
},
"info": null,
"compare_args": null
},
"action_match": true,
"action_reward": 1.0
}
],
"nl_assertions": null,
"communicate_checks": null,
"reward_basis": [
"ENV_ASSERTION"
],
"reward_breakdown": {
"ENV_ASSERTION": 1.0
},
"info": {
"env": null,
"nl": null,
"communicate": {
"note": "No communicate_info to evaluate"
},
"action": null
}
},
"messages": [
{
"role": "assistant",
"content": "Hi! How can I help you today?",
"tool_calls": null,
"turn_idx": 0,
"timestamp": "2026-08-03T14:16:50.751704",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "user",
"content": "Hello! My name is John Smith and my phone number is 555-123-2002. I'm calling because my mobile data isn't working properly. It either stops working or is very slow. I want to fix this issue and ensure I get excellent internet speed on my phone. I don't have access to WiFi. Could you please assist me with this?",
"tool_calls": null,
"turn_idx": 1,
"timestamp": "2026-08-03T14:17:32.919115",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "assistant",
"content": null,
"tool_calls": [
{
"id": "",
"name": "get_customer_by_phone",
"arguments": {
"phone_number": "555-123-2002"
},
"requestor": "assistant"
}
],
"turn_idx": 2,
"timestamp": "2026-08-03T14:18:12.752524",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"id": "",
"role": "tool",
"content": "{\"customer_id\": \"C1001\", \"full_name\": \"John Smith\", \"date_of_birth\": \"1985-06-15\", \"email\": \"john.smith@example.com\", \"phone_number\": \"555-123-2002\", \"address\": {\"street\": \"123 Main St\", \"city\": \"Anytown\", \"state\": \"CA\", \"zip_code\": \"90210\"}, \"account_status\": \"Active\", \"payment_methods\": [{\"method_type\": \"Credit Card\", \"account_number_last_4\": \"1235\", \"expiration_date\": \"12/2026\"}], \"line_ids\": [\"L1001\", \"L1002\", \"L1003\"], \"bill_ids\": [\"B1001\", \"B1002\", \"B1003\"], \"created_at\": \"2025-01-15 10:30:00\", \"last_extension_date\": null, \"goodwill_credit_used_this_year\": 25.0}",
"requestor": "assistant",
"error": false,
"turn_idx": 3,
"timestamp": "2026-08-03T14:18:12.752967"
},
{
"role": "assistant",
"content": null,
"tool_calls": [
{
"id": "",
"name": "get_line_by_id",
"arguments": {
"line_id": "L1001"
},
"requestor": "assistant"
}
],
"turn_idx": 4,
"timestamp": "2026-08-03T14:18:22.951825",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"id": "",
"role": "tool",
"content": "Error: Tool 'get_line_by_id' not found.",
"requestor": "assistant",
"error": true,
"turn_idx": 5,
"timestamp": "2026-08-03T14:18:22.952124"
},
{
"role": "assistant",
"content": null,
"tool_calls": [
{
"id": "",
"name": "get_details_by_id",
"arguments": {
"id": "L1001"
},
"requestor": "assistant"
}
],
"turn_idx": 6,
"timestamp": "2026-08-03T14:19:16.358838",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"id": "",
"role": "tool",
"content": "{\"line_id\": \"L1001\", \"phone_number\": \"555-123-2001\", \"status\": \"Active\", \"plan_id\": \"P1001\", \"device_id\": \"D1001\", \"data_used_gb\": 3.2, \"data_refueling_gb\": 0.0, \"roaming_enabled\": false, \"contract_end_date\": \"2026-12-31\", \"last_plan_change_date\": \"2025-01-10\", \"last_sim_replacement_date\": null, \"suspension_start_date\": null}",
"requestor": "assistant",
"error": false,
"turn_idx": 7,
"timestamp": "2026-08-03T14:19:16.359219"
},
{
"role": "assistant",
"content": null,
"tool_calls": [
{
"id": "",
"name": "get_details_by_id",
"arguments": {
"id": "L1002"
},
"requestor": "assistant"
}
],
"turn_idx": 8,
"timestamp": "2026-08-03T14:19:21.539510",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"id": "",
"role": "tool",
"content": "{\"line_id\": \"L1002\", \"phone_number\": \"555-123-2002\", \"status\": \"Active\", \"plan_id\": \"P1002\", \"device_id\": \"D1002\", \"data_used_gb\": 8.7, \"data_refueling_gb\": 0.0, \"roaming_enabled\": false, \"contract_end_date\": \"2026-12-31\", \"last_plan_change_date\": \"2024-12-15\", \"last_sim_replacement_date\": \"2025-01-20\", \"suspension_start_date\": null}",
"requestor": "assistant",
"error": false,
"turn_idx": 9,
"timestamp": "2026-08-03T14:19:21.539873"
},
{
"role": "assistant",
"content": "Thanks, John. I found the affected line ending in 2002. Please run run_speed_test and tell me the result.",
"tool_calls": null,
"turn_idx": 10,
"timestamp": "2026-08-03T14:19:41.065341",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "user",
"content": null,
"tool_calls": [
{
"id": "",
"name": "run_speed_test",
"arguments": {},
"requestor": "user"
}
],
"turn_idx": 11,
"timestamp": "2026-08-03T14:20:07.824659",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"id": "",
"role": "tool",
"content": "Speed test failed: No Connection.",
"requestor": "user",
"error": false,
"turn_idx": 12,
"timestamp": "2026-08-03T14:20:07.825031"
},
{
"role": "user",
"content": "It seems like there's no connection right now. Let's try toggling the mobile data on and off to see if that resolves the issue. Could you please confirm if mobile data is currently enabled?",
"tool_calls": null,
"turn_idx": 13,
"timestamp": "2026-08-03T14:20:41.222018",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "assistant",
"content": "Please run check_network_status and share the full result so I can verify service, mobile data, and roaming before changing anything.",
"tool_calls": null,
"turn_idx": 14,
"timestamp": "2026-08-03T14:21:01.766016",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "user",
"content": null,
"tool_calls": [
{
"id": "",
"name": "check_network_status",
"arguments": {},
"requestor": "user"
}
],
"turn_idx": 15,
"timestamp": "2026-08-03T14:21:28.726272",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"id": "",
"role": "tool",
"content": "Airplane Mode: OFF\nSIM Card Status: active\nCellular Connection: connected\nCellular Signal: excellent\nCellular Network Type: 5G\nMobile Data Enabled: Yes\nData Roaming Enabled: Yes\nWi-Fi Radio: OFF\nWi-Fi Connected: No",
"requestor": "user",
"error": false,
"turn_idx": 16,
"timestamp": "2026-08-03T14:21:28.726615"
},
{
"role": "user",
"content": "Based on the `check_network_status` tool call, your mobile data is currently enabled and your cellular connection is working well with excellent signal strength. However, the speed test still failed earlier, so let's try toggling the mobile data off and then back on to see if that helps. Would you mind checking if mobile data is still enabled after we toggle it off?",
"tool_calls": null,
"turn_idx": 17,
"timestamp": "2026-08-03T14:22:11.278351",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "assistant",
"content": "Before toggling a working setting, are you currently traveling abroad or outside your home carrier network?",
"tool_calls": null,
"turn_idx": 18,
"timestamp": "2026-08-03T14:22:28.234104",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "user",
"content": "I am currently abroad in France. Since I am traveling, it's possible that data roaming is enabled, which could affect my mobile data connection. Let's check the current status of data roaming. Could you run the `check_roaming_status` tool call for me?",
"tool_calls": null,
"turn_idx": 19,
"timestamp": "2026-08-03T14:23:11.750718",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "assistant",
"content": null,
"tool_calls": [
{
"id": "",
"name": "enable_roaming",
"arguments": {
"customer_id": "C1001",
"line_id": "L1002"
},
"requestor": "assistant"
}
],
"turn_idx": 20,
"timestamp": "2026-08-03T14:23:36.228033",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"id": "",
"role": "tool",
"content": "Roaming enabled successfully",
"requestor": "assistant",
"error": false,
"turn_idx": 21,
"timestamp": "2026-08-03T14:23:36.228390"
},
{
"role": "assistant",
"content": "Your phone-side roaming was already on, but the carrier-side line setting was off; I have enabled it at no cost. Please run run_speed_test again and share the result.",
"tool_calls": null,
"turn_idx": 22,
"timestamp": "2026-08-03T14:23:41.294262",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "user",
"content": null,
"tool_calls": [
{
"id": "",
"name": "run_speed_test",
"arguments": {},
"requestor": "user"
}
],
"turn_idx": 23,
"timestamp": "2026-08-03T14:24:10.277352",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"id": "",
"role": "tool",
"content": "Speed Test Result: 5.50 Mbps (Fair). Connection is okay for web browsing and some standard definition streaming.",
"requestor": "user",
"error": false,
"turn_idx": 24,
"timestamp": "2026-08-03T14:24:10.277684"
},
{
"role": "user",
"content": "The speed test returned a result of 5.50 Mbps, which is classified as \"fair\". While this is better than the previous failure, we need to achieve \"excellent\" speed to fully resolve the issue. Let's try toggling the mobile data off and then back on again to see if that improves the speed test result. Would you mind checking if mobile data is still enabled after we toggle it off?",
"tool_calls": null,
"turn_idx": 25,
"timestamp": "2026-08-03T14:24:56.539832",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "assistant",
"content": "The line now has connectivity, so I\u2019ll follow the slow-data checks. Please run check_data_restriction_status and share the result.",
"tool_calls": null,
"turn_idx": 26,
"timestamp": "2026-08-03T14:25:14.690114",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "user",
"content": null,
"tool_calls": [
{
"id": "",
"name": "check_data_restriction_status",
"arguments": {},
"requestor": "user"
}
],
"turn_idx": 27,
"timestamp": "2026-08-03T14:25:44.898688",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"id": "",
"role": "tool",
"content": "Data Saver mode is ON (limits data usage).",
"requestor": "user",
"error": false,
"turn_idx": 28,
"timestamp": "2026-08-03T14:25:44.899025"
},
{
"role": "user",
"content": "The `check_data_restriction_status` tool call indicates that Data Saver mode is currently enabled. We can disable this to potentially improve the speed test result. Let's toggle Data Saver mode off. Would you mind checking if Data Saver mode is indeed off after we toggle it?",
"tool_calls": null,
"turn_idx": 29,
"timestamp": "2026-08-03T14:26:26.132940",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "assistant",
"content": "Yes. Please run toggle_data_saver_mode to turn Data Saver off, then run run_speed_test and share the result.",
"tool_calls": null,
"turn_idx": 30,
"timestamp": "2026-08-03T14:27:06.266237",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "user",
"content": null,
"tool_calls": [
{
"id": "",
"name": "toggle_data_saver_mode",
"arguments": {},
"requestor": "user"
}
],
"turn_idx": 31,
"timestamp": "2026-08-03T14:27:37.569453",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"id": "",
"role": "tool",
"content": "Data Saver Mode is now OFF.\nStatus Bar: \ud83d\udcf6\u2074 Excellent | 5G | \ud83d\udcf1 Data Enabled | \ud83d\udd12 VPN Connected | \ud83d\udd0b 80%",
"requestor": "user",
"error": false,
"turn_idx": 32,
"timestamp": "2026-08-03T14:27:37.569856"
},
{
"role": "user",
"content": "After disabling Data Saver mode, the speed test result improved significantly to \"Excellent\" at 5.50 Mbps. However, the status bar shows that a VPN is currently connected. Let's disconnect the VPN to see if that affects the speed test result. Would you mind checking if the VPN is still connected after we disconnect it?",
"tool_calls": null,
"turn_idx": 33,
"timestamp": "2026-08-03T14:28:22.339423",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "assistant",
"content": "Please run check_vpn_status first and share its performance status; I\u2019ll only disconnect it if the check confirms the VPN is active and degraded.",
"tool_calls": null,
"turn_idx": 34,
"timestamp": "2026-08-03T14:28:48.391157",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "user",
"content": null,
"tool_calls": [
{
"id": "",
"name": "check_vpn_status",
"arguments": {},
"requestor": "user"
}
],
"turn_idx": 35,
"timestamp": "2026-08-03T14:29:21.036259",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"id": "",
"role": "tool",
"content": "VPN is ON and connected. Details: {'server_address': '192.168.1.1', 'protocol': 'OpenVPN', 'server_performance': <PerformanceLevel.POOR: 'poor'>}",
"requestor": "user",
"error": false,
"turn_idx": 36,
"timestamp": "2026-08-03T14:29:21.036751"
},
{
"role": "user",
"content": "The `check_vpn_status` tool call shows that the VPN is active and connected, but it's currently in \"poor\" performance mode. To improve the speed test result, we should disconnect the VPN. Would you mind checking if the VPN is still connected after we disconnect it?",
"tool_calls": null,
"turn_idx": 37,
"timestamp": "2026-08-03T14:30:04.033890",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "assistant",
"content": "Confirmed. Please run disconnect_vpn, then run run_speed_test and share the result.",
"tool_calls": null,
"turn_idx": 38,
"timestamp": "2026-08-03T14:30:35.260221",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "user",
"content": null,
"tool_calls": [
{
"id": "",
"name": "disconnect_vpn",
"arguments": {},
"requestor": "user"
}
],
"turn_idx": 39,
"timestamp": "2026-08-03T14:31:08.709603",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"id": "",
"role": "tool",
"content": "VPN disconnected successfully.\nStatus Bar: \ud83d\udcf6\u2074 Excellent | 5G | \ud83d\udcf1 Data Enabled | \ud83d\udd0b 80%",
"requestor": "user",
"error": false,
"turn_idx": 40,
"timestamp": "2026-08-03T14:31:08.710101"
},
{
"role": "user",
"content": "The VPN has been successfully disconnected. Let's run the speed test again to see if the improvement persists. Could you please run the `run_speed_test` and share the result?",
"tool_calls": null,
"turn_idx": 41,
"timestamp": "2026-08-03T14:31:47.387627",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "assistant",
"content": "Please run run_speed_test now and share the exact result.",
"tool_calls": null,
"turn_idx": 42,
"timestamp": "2026-08-03T14:32:18.451469",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "user",
"content": null,
"tool_calls": [
{
"id": "",
"name": "run_speed_test",
"arguments": {},
"requestor": "user"
}
],
"turn_idx": 43,
"timestamp": "2026-08-03T14:32:52.738823",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"id": "",
"role": "tool",
"content": "Speed Test Result: 275.00 Mbps (Excellent). Connection is very fast.",
"requestor": "user",
"error": false,
"turn_idx": 44,
"timestamp": "2026-08-03T14:32:52.739189"
},
{
"role": "user",
"content": "The speed test result is now excellent at 275.00 Mbps, which is much better than before. Given this outcome, I believe the issue has been resolved. Thank you for your patience throughout this process. If you experience any further issues, feel free to reach out. Have a great day!",
"tool_calls": null,
"turn_idx": 45,
"timestamp": "2026-08-03T14:33:39.176457",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "assistant",
"content": "You\u2019re all set: carrier roaming is enabled, Data Saver is off, the poor VPN is disconnected, and the verified speed is 275 Mbps (Excellent). Have a great day!",
"tool_calls": null,
"turn_idx": 46,
"timestamp": "2026-08-03T14:34:02.981341",
"cost": 0.0,
"usage": null,
"raw_data": null
},
{
"role": "user",
"content": "###STOP###",
"tool_calls": null,
"turn_idx": 47,
"timestamp": "2026-08-03T14:34:34.786201",
"cost": 0.0,
"usage": null,
"raw_data": null
}
],
"trial": null,
"seed": 62022
}
}