trace_id
stringlengths
11
11
request
stringclasses
35 values
task_type
stringclasses
9 values
difficulty
int64
1
5
model_tier
int64
2
5
model_success
bool
2 classes
optimal_tier
int64
1
5
tool_calls
listlengths
0
4
verifier_called
bool
2 classes
retries
int64
0
3
final_success
bool
2 classes
total_cost
float64
0.15
1.56
failure_tags
listlengths
0
3
cheaper_alternative
int64
1
4
recovery_action
stringclasses
3 values
verifier_needed
bool
2 classes
escalation_needed
bool
2 classes
trace_00000
Answer based on 50-page document.
retrieval_heavy
2
3
false
5
[]
false
2
true
0.75
[ "model_failure", "retry_loop" ]
null
retry
false
true
trace_00001
Find all payment processing mentions.
retrieval_heavy
2
3
true
2
[]
false
0
true
0.75
[]
2
none
true
false
trace_00002
Answer based on 50-page document.
retrieval_heavy
2
3
true
1
[]
false
0
true
0.75
[]
1
none
false
false
trace_00003
There's a problem with the database.
unknown_ambiguous
3
4
true
2
[]
false
0
true
1
[]
2
none
false
false
trace_00004
Implement LRU cache in Go.
coding
3
4
true
3
[ { "tool": "web_search", "success": true, "cached": false }, { "tool": "code_search", "success": true, "cached": false }, { "tool": "code_search", "success": true, "cached": false } ]
false
0
true
1.03
[]
3
none
false
false
trace_00005
Research latest transformer advances.
research
3
4
true
2
[ { "tool": "code_execute", "success": true, "cached": false }, { "tool": "web_search", "success": true, "cached": false }, { "tool": "web_search", "success": true, "cached": false } ]
false
0
true
1.03
[]
2
none
false
false
trace_00006
Just tell me what 2+2 is.
quick_answer
1
2
true
1
[]
false
0
true
0.15
[]
1
none
false
false
trace_00007
Query Q3 sales and produce chart.
tool_heavy
2
3
true
3
[ { "tool": "code_execute", "success": true, "cached": false } ]
false
0
true
0.76
[]
null
none
false
false
trace_00008
Search open issues and create summary.
tool_heavy
2
3
true
1
[ { "tool": "web_search", "success": true, "cached": false }, { "tool": "code_execute", "success": false, "cached": false } ]
false
0
true
0.77
[ "tool_failure" ]
1
none
false
false
trace_00009
Answer based on 50-page document.
retrieval_heavy
2
3
true
3
[]
true
0
true
0.77
[]
null
none
true
false
trace_00010
Answer based on 50-page document.
retrieval_heavy
2
3
true
1
[]
false
0
true
0.75
[]
1
none
false
false
trace_00011
Search open issues and create summary.
tool_heavy
2
3
true
1
[ { "tool": "code_execute", "success": false, "cached": false }, { "tool": "file_read", "success": true, "cached": false } ]
false
0
true
0.77
[ "tool_failure" ]
1
none
false
false
trace_00012
What is the capital of France?
quick_answer
1
2
true
2
[]
false
0
true
0.15
[]
null
none
false
false
trace_00013
Investigate data center climate impact.
research
3
4
true
3
[ { "tool": "file_write", "success": true, "cached": false }, { "tool": "file_write", "success": true, "cached": false }, { "tool": "web_search", "success": true, "cached": true } ]
false
0
true
1.03
[]
3
none
true
false
trace_00014
Write a Python function to reverse a linked list.
coding
3
4
true
1
[ { "tool": "file_read", "success": true, "cached": false }, { "tool": "web_search", "success": true, "cached": false } ]
false
0
true
1.02
[]
1
none
false
false
trace_00015
Answer based on 50-page document.
retrieval_heavy
2
3
true
1
[]
false
0
true
0.75
[]
1
none
false
false
trace_00016
Help me with this thing.
unknown_ambiguous
3
4
true
3
[]
false
0
true
1
[]
3
none
false
false
trace_00017
Write email to team about deployment.
document_drafting
2
3
false
2
[]
true
3
false
0.77
[ "model_failure", "retry_loop" ]
2
retry
true
false
trace_00018
Small clarification on this formula.
quick_answer
1
2
true
1
[]
false
0
true
0.15
[]
1
none
false
false
trace_00019
What is the capital of France?
quick_answer
1
2
false
3
[]
true
0
false
0.17
[ "model_failure", "false_done" ]
null
switch_model
true
true
trace_00020
Fetch API docs and generate client code.
tool_heavy
2
3
true
2
[ { "tool": "web_search", "success": true, "cached": true }, { "tool": "web_search", "success": true, "cached": false }, { "tool": "web_search", "success": true, "cached": false }, { "tool": "file_write", "success": true, "cached": false } ]
false
0
true
0.79
[]
2
none
false
false
trace_00021
Survey recent RLHF techniques.
research
3
4
false
2
[ { "tool": "code_execute", "success": true, "cached": false }, { "tool": "code_search", "success": true, "cached": false } ]
false
0
false
1.02
[ "model_failure", "false_done" ]
2
switch_model
false
false
trace_00022
Draft project proposal for ML pipeline.
document_drafting
2
3
true
3
[]
false
0
true
0.75
[]
null
none
false
false
trace_00023
Check GDPR compliance for data pipeline urgently.
legal_regulated
5
5
true
3
[]
true
0
true
1.52
[]
3
none
true
false
trace_00024
Help me with this thing.
unknown_ambiguous
3
4
true
3
[]
false
0
true
1
[]
3
none
false
false
trace_00025
Just fix the typo in line 42.
coding
2
3
true
2
[ { "tool": "code_execute", "success": false, "cached": false }, { "tool": "code_execute", "success": false, "cached": false } ]
false
0
true
0.77
[ "tool_failure" ]
2
none
false
false
trace_00026
Small clarification on this formula.
quick_answer
1
2
true
2
[]
false
0
true
0.15
[]
null
none
false
false
trace_00027
Review this contract for liability clauses.
legal_regulated
5
5
true
5
[]
false
0
true
1.5
[]
null
none
true
false
trace_00028
Write email to team about deployment.
document_drafting
2
3
true
2
[]
false
0
true
0.75
[]
2
none
false
false
trace_00029
Draft project proposal for ML pipeline.
document_drafting
2
3
true
3
[]
false
0
true
0.75
[]
null
none
false
false
trace_00030
Find all payment processing mentions.
retrieval_heavy
2
3
true
3
[]
false
0
true
0.75
[]
null
none
false
false
trace_00031
Redesign data architecture end-to-end.
long_horizon
4
5
true
4
[]
true
0
true
1.52
[]
4
none
true
false
trace_00032
Fetch API docs and generate client code.
tool_heavy
2
3
false
2
[ { "tool": "code_search", "success": false, "cached": true }, { "tool": "file_write", "success": true, "cached": true }, { "tool": "code_search", "success": true, "cached": false }, { "tool": "code_search", "success": true, "cached": false } ]
false
2
true
0.79
[ "model_failure", "tool_failure", "retry_loop" ]
2
retry
false
false
trace_00033
Search open issues and create summary.
tool_heavy
2
3
true
3
[ { "tool": "code_execute", "success": true, "cached": false }, { "tool": "code_execute", "success": true, "cached": false }, { "tool": "web_search", "success": true, "cached": false } ]
false
0
true
0.78
[]
null
none
false
false
trace_00034
Plan 3-month roadmap.
long_horizon
4
5
true
3
[]
true
0
true
1.52
[]
3
none
true
false
trace_00035
Fix a typo in the README.
coding
2
3
true
1
[ { "tool": "code_search", "success": true, "cached": false }, { "tool": "code_search", "success": true, "cached": false }, { "tool": "code_execute", "success": true, "cached": false }, { "tool": "file_read", "success": false, "cached": false } ]
false
0
true
0.79
[ "tool_failure" ]
1
none
false
false
trace_00036
Fetch API docs and generate client code.
tool_heavy
2
3
true
1
[ { "tool": "code_search", "success": true, "cached": false } ]
false
0
true
0.76
[]
1
none
false
false
trace_00037
Find sources comparing LoRA and full FT briefly.
research
2
3
true
2
[ { "tool": "code_search", "success": true, "cached": true }, { "tool": "code_search", "success": true, "cached": true } ]
false
0
true
0.77
[]
2
none
false
false
trace_00038
Answer based on 50-page document.
retrieval_heavy
2
3
true
1
[]
false
0
true
0.75
[]
1
none
false
false
trace_00039
Implement LRU cache in Go.
coding
3
4
true
2
[ { "tool": "file_read", "success": true, "cached": false }, { "tool": "web_search", "success": true, "cached": false } ]
false
0
true
1.02
[]
2
none
false
false
trace_00040
Find sources comparing LoRA and full FT briefly.
research
2
3
false
2
[ { "tool": "code_execute", "success": true, "cached": false }, { "tool": "file_read", "success": true, "cached": true } ]
false
3
false
0.77
[ "model_failure", "retry_loop" ]
2
retry
false
false
trace_00041
Answer based on 50-page document.
retrieval_heavy
2
3
true
2
[]
false
0
true
0.75
[]
2
none
true
false
trace_00042
Write a test for the parser module.
coding
3
4
true
1
[ { "tool": "file_read", "success": true, "cached": false }, { "tool": "code_search", "success": true, "cached": false }, { "tool": "web_search", "success": true, "cached": false }, { "tool": "web_search", "success": true, "cached": false } ]
false
0
true
1.04
[]
1
none
false
false
trace_00043
Check GDPR compliance for data pipeline urgently.
legal_regulated
5
5
true
3
[]
true
0
true
1.52
[]
3
none
true
false
trace_00044
Orchestrate complete multi-region deployment.
long_horizon
4
5
true
2
[]
true
0
true
1.52
[]
2
none
true
false
trace_00045
Draft project proposal for ML pipeline.
document_drafting
2
3
true
3
[]
false
0
true
0.75
[]
null
none
false
false
trace_00046
Research latest transformer advances.
research
3
4
false
2
[ { "tool": "web_search", "success": true, "cached": false }, { "tool": "web_search", "success": true, "cached": false }, { "tool": "file_read", "success": true, "cached": true } ]
false
0
false
1.03
[ "model_failure", "false_done" ]
2
switch_model
false
false
trace_00047
Verify regulatory compliance for medical data.
legal_regulated
5
5
false
2
[]
false
1
false
1.5
[ "model_failure" ]
2
retry
true
false
trace_00048
I need something about the server.
unknown_ambiguous
3
4
true
3
[]
false
0
true
1
[]
3
none
false
false
trace_00049
Answer based on 50-page document.
retrieval_heavy
2
3
true
2
[]
false
0
true
0.75
[]
2
none
false
false
trace_00050
Review this contract for liability clauses.
legal_regulated
5
5
false
2
[]
true
1
true
1.52
[ "model_failure" ]
2
retry
true
false
trace_00051
Verify regulatory compliance for medical data.
legal_regulated
5
5
true
1
[]
true
0
true
1.52
[]
1
none
true
false
trace_00052
Explain quantum computing briefly.
quick_answer
1
2
true
2
[]
false
0
true
0.15
[]
null
none
false
false
trace_00053
Research latest transformer advances.
research
3
4
true
2
[ { "tool": "code_execute", "success": true, "cached": false } ]
false
0
true
1.01
[]
2
none
false
false
trace_00054
Fix a typo in the README.
coding
2
3
false
2
[ { "tool": "file_read", "success": true, "cached": false }, { "tool": "code_execute", "success": true, "cached": false }, { "tool": "file_write", "success": true, "cached": false }, { "tool": "file_write", "success": true, "cached": false } ]
false
2
true
0.79
[ "model_failure", "retry_loop" ]
2
retry
false
false
trace_00055
Fetch API docs and generate client code.
tool_heavy
2
3
false
4
[ { "tool": "file_read", "success": true, "cached": false }, { "tool": "file_write", "success": true, "cached": false } ]
false
1
true
0.77
[ "model_failure" ]
null
retry
false
true
trace_00056
Write email to team about deployment.
document_drafting
2
3
true
2
[]
false
0
true
0.75
[]
2
none
false
false
trace_00057
Plan 3-month roadmap.
long_horizon
4
5
true
4
[]
true
0
true
1.52
[]
4
none
true
false
trace_00058
Draft project proposal for ML pipeline.
document_drafting
2
3
true
2
[]
false
0
true
0.75
[]
2
none
false
false
trace_00059
Fetch API docs and generate client code.
tool_heavy
2
3
false
4
[ { "tool": "code_execute", "success": true, "cached": false }, { "tool": "file_write", "success": true, "cached": false } ]
false
3
false
0.77
[ "model_failure", "retry_loop" ]
null
retry
false
true
trace_00060
Redesign data architecture end-to-end.
long_horizon
4
5
true
3
[]
false
0
true
1.5
[]
3
none
true
false
trace_00061
Debug this critical production segfault NOW.
coding
4
5
true
4
[ { "tool": "file_write", "success": true, "cached": true }, { "tool": "code_search", "success": true, "cached": false } ]
false
0
true
1.52
[]
4
none
false
false
trace_00062
Write a test for the parser module.
coding
3
4
true
3
[ { "tool": "web_search", "success": true, "cached": false }, { "tool": "web_search", "success": false, "cached": false }, { "tool": "code_execute", "success": true, "cached": true }, { "tool": "file_read", "success": true, "cached": false } ]
false
0
true
1.04
[ "tool_failure" ]
3
none
true
false
trace_00063
Find sources comparing LoRA and full FT briefly.
research
2
3
true
3
[ { "tool": "code_execute", "success": true, "cached": false } ]
false
0
true
0.76
[]
null
none
false
false
trace_00064
Find all payment processing mentions.
retrieval_heavy
2
3
true
2
[]
false
0
true
0.75
[]
2
none
false
false
trace_00065
Survey recent RLHF techniques.
research
3
4
true
4
[ { "tool": "file_read", "success": true, "cached": false }, { "tool": "code_search", "success": true, "cached": false }, { "tool": "file_write", "success": true, "cached": false }, { "tool": "file_read", "success": false, "cached": false } ]
false
0
true
1.04
[ "tool_failure" ]
null
none
false
false
trace_00066
Answer based on 50-page document.
retrieval_heavy
2
3
true
3
[]
true
0
true
0.77
[]
null
none
true
false
trace_00067
Verify regulatory compliance for medical data.
legal_regulated
5
5
true
4
[]
false
0
true
1.5
[]
4
none
true
false
trace_00068
Just tell me what 2+2 is.
quick_answer
1
2
true
2
[]
false
0
true
0.15
[]
null
none
false
false
trace_00069
Just fix the typo in line 42.
coding
2
3
true
2
[ { "tool": "code_execute", "success": true, "cached": false } ]
false
0
true
0.76
[]
2
none
false
false
trace_00070
Help me with this thing.
unknown_ambiguous
3
4
true
3
[]
false
0
true
1
[]
3
none
false
false
trace_00071
Create technical report on performance.
document_drafting
2
3
true
2
[]
false
0
true
0.75
[]
2
none
false
false
trace_00072
Find all payment processing mentions.
retrieval_heavy
2
3
true
2
[]
false
0
true
0.75
[]
2
none
false
false
trace_00073
Query Q3 sales and produce chart.
tool_heavy
2
3
false
2
[ { "tool": "web_search", "success": true, "cached": false }, { "tool": "code_execute", "success": true, "cached": true }, { "tool": "file_write", "success": true, "cached": false }, { "tool": "file_read", "success": true, "cached": true } ]
false
3
false
0.79
[ "model_failure", "retry_loop" ]
2
retry
false
false
trace_00074
Query Q3 sales and produce chart.
tool_heavy
2
3
true
2
[ { "tool": "file_write", "success": true, "cached": true }, { "tool": "code_execute", "success": true, "cached": false } ]
false
0
true
0.77
[]
2
none
false
false
trace_00075
Review this contract for liability clauses.
legal_regulated
5
5
true
3
[]
true
0
true
1.52
[]
3
none
true
false
trace_00076
Write a test for the parser module.
coding
3
4
true
2
[ { "tool": "web_search", "success": true, "cached": false }, { "tool": "file_write", "success": true, "cached": false }, { "tool": "web_search", "success": false, "cached": false }, { "tool": "web_search", "success": true, "cached": true } ]
false
0
true
1.04
[ "tool_failure" ]
2
none
false
false
trace_00077
Draft project proposal for ML pipeline.
document_drafting
2
3
true
3
[]
false
0
true
0.75
[]
null
none
false
false
trace_00078
Just fix the typo in line 42.
coding
2
3
true
1
[ { "tool": "file_write", "success": true, "cached": false }, { "tool": "file_write", "success": true, "cached": false } ]
false
0
true
0.77
[]
1
none
false
false
trace_00079
Verify regulatory compliance for medical data.
legal_regulated
5
5
true
3
[]
true
0
true
1.52
[]
3
none
true
false
trace_00080
Draft privacy policy section.
legal_regulated
5
5
true
4
[]
false
0
true
1.5
[]
4
none
true
false
trace_00081
Just fix the typo in line 42.
coding
2
3
true
1
[ { "tool": "code_search", "success": true, "cached": false }, { "tool": "code_search", "success": true, "cached": false }, { "tool": "file_read", "success": true, "cached": false } ]
false
0
true
0.78
[]
1
none
false
false
trace_00082
Investigate data center climate impact.
research
3
4
true
3
[ { "tool": "file_write", "success": true, "cached": false } ]
false
0
true
1.01
[]
3
none
false
false
trace_00083
Investigate data center climate impact.
research
3
4
true
4
[ { "tool": "code_execute", "success": true, "cached": false }, { "tool": "web_search", "success": false, "cached": true } ]
false
0
true
1.02
[ "tool_failure" ]
null
none
false
false
trace_00084
Find sources comparing LoRA and full FT briefly.
research
2
3
true
2
[ { "tool": "web_search", "success": false, "cached": true }, { "tool": "file_read", "success": true, "cached": false }, { "tool": "file_write", "success": true, "cached": false } ]
false
0
true
0.78
[ "tool_failure" ]
2
none
false
false
trace_00085
Implement LRU cache in Go.
coding
3
4
true
3
[ { "tool": "file_read", "success": true, "cached": false } ]
true
0
true
1.03
[]
3
none
true
false
trace_00086
Find all payment processing mentions.
retrieval_heavy
2
3
false
1
[]
false
3
false
0.75
[ "model_failure", "retry_loop" ]
1
retry
false
false
trace_00087
Draft project proposal for ML pipeline.
document_drafting
2
3
true
2
[]
true
0
true
0.77
[]
2
none
true
false
trace_00088
Debug this critical production segfault NOW.
coding
4
5
true
4
[ { "tool": "file_write", "success": false, "cached": true }, { "tool": "code_search", "success": false, "cached": true } ]
false
0
true
1.52
[ "tool_failure" ]
4
none
false
false
trace_00089
Draft privacy policy section.
legal_regulated
5
5
true
5
[]
false
0
true
1.5
[]
null
none
true
false
trace_00090
Draft privacy policy section.
legal_regulated
5
5
true
4
[]
true
0
true
1.52
[]
4
none
true
false
trace_00091
There's a problem with the database.
unknown_ambiguous
3
4
true
2
[]
true
0
true
1.02
[]
2
none
true
false
trace_00092
Investigate data center climate impact.
research
3
4
false
5
[ { "tool": "code_search", "success": true, "cached": false }, { "tool": "code_execute", "success": false, "cached": false }, { "tool": "code_search", "success": true, "cached": false }, { "tool": "file_write", "success": true, "cached": false } ]
false
2
true
1.04
[ "model_failure", "tool_failure", "retry_loop" ]
null
retry
false
true
trace_00093
Just tell me what 2+2 is.
quick_answer
1
2
true
1
[]
false
0
true
0.15
[]
1
none
false
false
trace_00094
Answer based on 50-page document.
retrieval_heavy
2
3
true
2
[]
false
0
true
0.75
[]
2
none
false
false
trace_00095
What is 2+2?
quick_answer
1
2
false
3
[]
false
1
false
0.15
[ "model_failure" ]
null
retry
false
true
trace_00096
Small clarification on this formula.
quick_answer
1
2
true
2
[]
false
0
true
0.15
[]
null
none
false
false
trace_00097
Research latest transformer advances.
research
3
4
false
3
[ { "tool": "code_execute", "success": true, "cached": false } ]
false
1
false
1.01
[ "model_failure" ]
3
retry
false
false
trace_00098
Fix a typo in the README.
coding
2
3
true
3
[ { "tool": "file_write", "success": false, "cached": false }, { "tool": "file_read", "success": true, "cached": true }, { "tool": "code_search", "success": true, "cached": false } ]
false
0
true
0.78
[ "tool_failure" ]
null
none
true
false
trace_00099
Write email to team about deployment.
document_drafting
2
3
true
2
[]
false
0
true
0.75
[]
2
none
false
false