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"stringValue": "{\"reservation_id\": \"KC18K6\", ... | |
16e5f88274b89eb32563a7706625d44d | 16e5f88274b80003a | chat tau2 | 30 | 31 | {
"code": "STATUS_CODE_OK"
} | [
{
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{
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},
{
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"value": {
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}
},
{
"key": "g... | |
16e5f88274b89eb32563a7706625d44d | 16e5f88274b80003b | execute_tool tau2 | 32 | 33 | {
"code": "STATUS_CODE_OK"
} | [
{
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{
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{
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"value": {
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16e5f88274b89eb32563a7706625d44d | 16e5f88274b80004a | chat tau2 | 40 | 41 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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},
{
"key": "gen_ai.tool.name",
"value": {
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}
},
{
"key": "g... | |
16e5f88274b89eb32563a7706625d44d | 16e5f88274b80004b | execute_tool tau2 | 42 | 43 | {
"code": "STATUS_CODE_OK"
} | [
{
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{
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{
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"value": {
"stringValue": "{\"reservation_id\": \"H8Q05L\", ... | |
16e5f88274b89eb32563a7706625d44d | 16e5f88274b80005a | chat tau2 | 50 | 51 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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{
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"value": {
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}
},
{
"key": "g... | |
16e5f88274b89eb32563a7706625d44d | 16e5f88274b80005b | execute_tool tau2 | 52 | 53 | {
"code": "STATUS_CODE_OK"
} | [
{
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{
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{
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"value": {
"stringValue": "{\"reservation_id\": \"WUNA5K\", ... | |
16e5f88274b89eb32563a7706625d44d | 16e5f88274b80006a | chat tau2 | 60 | 61 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_flight_status"
}
},
{
"key": "gen_ai.... | |
16e5f88274b89eb32563a7706625d44d | 16e5f88274b80006b | execute_tool tau2 | 62 | 63 | {
"code": "STATUS_CODE_OK"
} | [
{
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"value": {
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{
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},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "landed"
}
}
] | |
0726c51e5c9687fbc9c12c48bd7fb49d | 0726c51e5c960000a | chat tau2 | 0 | 1 | {
"code": "STATUS_CODE_OK"
} | [
{
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{
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},
{
"key": "gen_ai.tool.name",
"value": {
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}
},
{
"key": "gen_ai.t... | |
0726c51e5c9687fbc9c12c48bd7fb49d | 0726c51e5c960000b | execute_tool tau2 | 2 | 3 | {
"code": "STATUS_CODE_OK"
} | [
{
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{
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}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"user_id\": \"noah_muller_9847\", \"na... | |
0726c51e5c9687fbc9c12c48bd7fb49d | 0726c51e5c960001a | chat tau2 | 10 | 11 | {
"code": "STATUS_CODE_OK"
} | [
{
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},
{
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}
},
{
"key": "gen_ai.tool.name",
"value": {
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}
},
{
"key": "g... | |
0726c51e5c9687fbc9c12c48bd7fb49d | 0726c51e5c960001b | execute_tool tau2 | 12 | 13 | {
"code": "STATUS_CODE_OK"
} | [
{
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},
{
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}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"SDZQKO\", ... | |
0726c51e5c9687fbc9c12c48bd7fb49d | 0726c51e5c960002a | chat tau2 | 20 | 21 | {
"code": "STATUS_CODE_OK"
} | [
{
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"value": {
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},
{
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},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_reservation_details"
}
},
{
"key": "g... | |
0726c51e5c9687fbc9c12c48bd7fb49d | 0726c51e5c960002b | execute_tool tau2 | 22 | 23 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
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},
{
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}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"4OG6T3\", ... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0000a | chat tau2 | 0 | 1 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
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},
{
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}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_user_details"
}
},
{
"key": "gen_ai.t... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0000b | execute_tool tau2 | 2 | 3 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
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{
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}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"user_id\": \"daiki_muller_1116\", \"n... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0001a | chat tau2 | 10 | 11 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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},
{
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}
},
{
"key": "gen_ai.tool.name",
"value": {
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}
},
{
"key": "g... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0001b | execute_tool tau2 | 12 | 13 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"XEHM4B\", ... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0002a | chat tau2 | 20 | 21 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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},
{
"key": "gen_ai.tool.name",
"value": {
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}
},
{
"key": "g... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0002b | execute_tool tau2 | 22 | 23 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"59XX6W\", ... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0003a | chat tau2 | 30 | 31 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
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},
{
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},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "search_direct_flight"
}
},
{
"key": "gen_... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0003b | execute_tool tau2 | 32 | 33 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
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{
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}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "[{\"flight_number\": \"HAT005\", \"o... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0004a | chat tau2 | 40 | 41 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
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},
{
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},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "search_direct_flight"
}
},
{
"key": "gen_... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0004b | execute_tool tau2 | 42 | 43 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
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{
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}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "[{\"flight_number\": \"HAT052\", \"o... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0005a | chat tau2 | 50 | 51 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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},
{
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},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "update_reservation_flights"
}
},
{
"key":... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0005b | execute_tool tau2 | 52 | 53 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"XEHM4B\... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0006a | chat tau2 | 60 | 61 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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},
{
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},
{
"key": "gen_ai.tool.name",
"value": {
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}
},
{
"key": "g... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0006b | execute_tool tau2 | 62 | 63 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"7WPL39\", ... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0007a | chat tau2 | 70 | 71 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
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},
{
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},
{
"key": "gen_ai.tool.name",
"value": {
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}
},
{
"key": "g... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0007b | execute_tool tau2 | 72 | 73 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"3EMQJ6\", ... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0008a | chat tau2 | 80 | 81 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
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},
{
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},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_reservation_details"
}
},
{
"key": "g... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0008b | execute_tool tau2 | 82 | 83 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
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{
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},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"A90KR2\", ... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0009a | chat tau2 | 90 | 91 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
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{
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},
{
"key": "gen_ai.tool.name",
"value": {
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}
},
{
"key": "g... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a0009b | execute_tool tau2 | 92 | 93 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"9MRJD4\", ... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a000aa | chat tau2 | 100 | 101 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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},
{
"key": "gen_ai.tool.name",
"value": {
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}
},
{
"key": "gen_ai... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a000ab | execute_tool tau2 | 102 | 103 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"XEHM4B\", \"use... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a000ba | chat tau2 | 110 | 111 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
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{
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},
{
"key": "gen_ai.tool.name",
"value": {
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}
},
{
"key": "gen_ai... | |
1eb1909a370a47b5129ac11adcc69d19 | 1eb1909a370a000bb | execute_tool tau2 | 112 | 113 | {
"code": "STATUS_CODE_OK"
} | [
{
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{
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},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"59XX6W\", \"use... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500000a | chat tau2 | 0 | 1 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_user_details"
}
},
{
"key": "gen_ai.t... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500000b | execute_tool tau2 | 2 | 3 | {
"code": "STATUS_CODE_OK"
} | [
{
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{
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},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"user_id\": \"sophia_silva_7557\", \"n... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500001a | chat tau2 | 10 | 11 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
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{
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},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_reservation_details"
}
},
{
"key": "g... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500001b | execute_tool tau2 | 12 | 13 | {
"code": "STATUS_CODE_OK"
} | [
{
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{
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}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"NM1VX1\", ... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500002a | chat tau2 | 20 | 21 | {
"code": "STATUS_CODE_OK"
} | [
{
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},
{
"key": "gen_ai.request.model",
"value": {
"stringValue": "tau2-agent"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_reservation_details"
}
},
{
"key": "g... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500002b | execute_tool tau2 | 22 | 23 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "execute_tool"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_reservation_details"
}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"KC18K6\", ... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500003a | chat tau2 | 30 | 31 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "chat"
}
},
{
"key": "gen_ai.request.model",
"value": {
"stringValue": "tau2-agent"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_reservation_details"
}
},
{
"key": "g... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500003b | execute_tool tau2 | 32 | 33 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "execute_tool"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_reservation_details"
}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"S61CZX\", ... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500004a | chat tau2 | 40 | 41 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "chat"
}
},
{
"key": "gen_ai.request.model",
"value": {
"stringValue": "tau2-agent"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_reservation_details"
}
},
{
"key": "g... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500004b | execute_tool tau2 | 42 | 43 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "execute_tool"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_reservation_details"
}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"H8Q05L\", ... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500005a | chat tau2 | 50 | 51 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "chat"
}
},
{
"key": "gen_ai.request.model",
"value": {
"stringValue": "tau2-agent"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_reservation_details"
}
},
{
"key": "g... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500005b | execute_tool tau2 | 52 | 53 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "execute_tool"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_reservation_details"
}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"WUNA5K\", ... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500006a | chat tau2 | 60 | 61 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "chat"
}
},
{
"key": "gen_ai.request.model",
"value": {
"stringValue": "tau2-agent"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "search_direct_flight"
}
},
{
"key": "gen_... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500006b | execute_tool tau2 | 62 | 63 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "execute_tool"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "search_direct_flight"
}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "[{\"flight_number\": \"HAT139\", \"o... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500007a | chat tau2 | 70 | 71 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "chat"
}
},
{
"key": "gen_ai.request.model",
"value": {
"stringValue": "tau2-agent"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "book_reservation"
}
},
{
"key": "gen_ai.t... | |
000d3ffa1250db0c21b7e8865e3145ec | 000d3ffa12500007b | execute_tool tau2 | 72 | 73 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "execute_tool"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "book_reservation"
}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"HATHAT\", \"user_... | |
1f0ca0031cd4c9a69a1109f85d10fbd3 | 1f0ca0031cd40000a | chat tau2 | 0 | 1 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "chat"
}
},
{
"key": "gen_ai.request.model",
"value": {
"stringValue": "tau2-agent"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_user_details"
}
},
{
"key": "gen_ai.t... | |
1f0ca0031cd4c9a69a1109f85d10fbd3 | 1f0ca0031cd40000b | execute_tool tau2 | 2 | 3 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "execute_tool"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_user_details"
}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"user_id\": \"aarav_ahmed_6699\", \"na... | |
1f0ca0031cd4c9a69a1109f85d10fbd3 | 1f0ca0031cd40001a | chat tau2 | 10 | 11 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "chat"
}
},
{
"key": "gen_ai.request.model",
"value": {
"stringValue": "tau2-agent"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_reservation_details"
}
},
{
"key": "g... | |
1f0ca0031cd4c9a69a1109f85d10fbd3 | 1f0ca0031cd40001b | execute_tool tau2 | 12 | 13 | {
"code": "STATUS_CODE_OK"
} | [
{
"key": "gen_ai.operation.name",
"value": {
"stringValue": "execute_tool"
}
},
{
"key": "gen_ai.tool.name",
"value": {
"stringValue": "get_reservation_details"
}
},
{
"key": "gen_ai.tool.message",
"value": {
"stringValue": "{\"reservation_id\": \"IFOYYZ\", ... |
End of preview. Expand in Data Studio
tau-bench — real agent-environment traces
Customer-service tool-agent episodes from the real tau2-bench harness (airline/retail/telecom domains).
Every trace is a REAL run: an LLM agent stepping against the actual benchmark environment, with
each transition (tool call → true environment observation) recorded as OpenTelemetry GenAI spans
(traces.otel.jsonl, one span per line). Captured by
world-model-harness's
environment-capture package, which also holds the adapter, capture scripts, and per-corpus
provenance: see
packages/environment-capture/tau-bench/.
License and attribution
Derived from sierra-research/tau2-bench (MIT); this corpus is redistributed under the same terms
(mit). The trace text embeds task data and environment output from the upstream
benchmark — keep this attribution if you redistribute.
Contents
traces.otel.jsonl— the trace corpus (OTel GenAI spans, one JSON object per line)
Using it
from huggingface_hub import hf_hub_download
path = hf_hub_download(
"experiential-labs/wmh-tau-bench-traces", "traces.otel.jsonl", repo_type="dataset"
)
or, from a world-model-harness checkout:
uv run wmh download tau-bench
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