id stringlengths 12 12 | messages listlengths 3 3 | domain stringclasses 20
values | difficulty stringclasses 4
values | available_tools listlengths 1 3 | synthetic bool 1
class | generator_version stringclasses 1
value |
|---|---|---|---|---|---|---|
ATRD-0000000 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | planning | basic | [
"calendar",
"task_manager"
] | true | 1.0.0 |
ATRD-0000001 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | coding | intermediate | [
"code_editor",
"python",
"test_runner"
] | true | 1.0.0 |
ATRD-0000002 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | research | advanced | [
"web_search",
"browser"
] | true | 1.0.0 |
ATRD-0000003 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | data_analysis | expert | [
"python",
"spreadsheet"
] | true | 1.0.0 |
ATRD-0000004 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | mathematics | basic | [
"calculator",
"python"
] | true | 1.0.0 |
ATRD-0000005 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | tool_selection | intermediate | [
"browser",
"python",
"calculator"
] | true | 1.0.0 |
ATRD-0000006 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | verification | advanced | [
"test_runner",
"browser"
] | true | 1.0.0 |
ATRD-0000007 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | project_management | expert | [
"task_manager",
"calendar"
] | true | 1.0.0 |
ATRD-0000008 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | information_retrieval | basic | [
"search",
"file_reader"
] | true | 1.0.0 |
ATRD-0000009 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | problem_solving | intermediate | [
"python",
"browser"
] | true | 1.0.0 |
ATRD-0000010 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | communication | advanced | [
"email_draft"
] | true | 1.0.0 |
ATRD-0000011 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | safety | expert | [
"policy_checker"
] | true | 1.0.0 |
ATRD-0000012 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | decision_making | basic | [
"calculator",
"spreadsheet"
] | true | 1.0.0 |
ATRD-0000013 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | debugging | intermediate | [
"code_editor",
"test_runner"
] | true | 1.0.0 |
ATRD-0000014 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | scheduling | advanced | [
"calendar"
] | true | 1.0.0 |
ATRD-0000015 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | file_management | expert | [
"file_reader",
"file_writer"
] | true | 1.0.0 |
ATRD-0000016 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | summarization | basic | [
"file_reader"
] | true | 1.0.0 |
ATRD-0000017 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | critical_thinking | intermediate | [
"browser",
"calculator"
] | true | 1.0.0 |
ATRD-0000018 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | workflow_automation | advanced | [
"task_manager",
"python"
] | true | 1.0.0 |
ATRD-0000019 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | ambiguity_resolution | expert | [
"clarification"
] | true | 1.0.0 |
ATRD-0000020 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | planning | basic | [
"calendar",
"task_manager"
] | true | 1.0.0 |
ATRD-0000021 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | coding | intermediate | [
"code_editor",
"python",
"test_runner"
] | true | 1.0.0 |
ATRD-0000022 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | research | advanced | [
"web_search",
"browser"
] | true | 1.0.0 |
ATRD-0000023 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | data_analysis | expert | [
"python",
"spreadsheet"
] | true | 1.0.0 |
ATRD-0000024 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | mathematics | basic | [
"calculator",
"python"
] | true | 1.0.0 |
ATRD-0000025 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | tool_selection | intermediate | [
"browser",
"python",
"calculator"
] | true | 1.0.0 |
ATRD-0000026 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | verification | advanced | [
"test_runner",
"browser"
] | true | 1.0.0 |
ATRD-0000027 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | project_management | expert | [
"task_manager",
"calendar"
] | true | 1.0.0 |
ATRD-0000028 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | information_retrieval | basic | [
"search",
"file_reader"
] | true | 1.0.0 |
ATRD-0000029 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | problem_solving | intermediate | [
"python",
"browser"
] | true | 1.0.0 |
ATRD-0000030 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | communication | advanced | [
"email_draft"
] | true | 1.0.0 |
ATRD-0000031 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | safety | expert | [
"policy_checker"
] | true | 1.0.0 |
ATRD-0000032 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | decision_making | basic | [
"calculator",
"spreadsheet"
] | true | 1.0.0 |
ATRD-0000033 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | debugging | intermediate | [
"code_editor",
"test_runner"
] | true | 1.0.0 |
ATRD-0000034 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | scheduling | advanced | [
"calendar"
] | true | 1.0.0 |
ATRD-0000035 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | file_management | expert | [
"file_reader",
"file_writer"
] | true | 1.0.0 |
ATRD-0000036 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | summarization | basic | [
"file_reader"
] | true | 1.0.0 |
ATRD-0000037 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | critical_thinking | intermediate | [
"browser",
"calculator"
] | true | 1.0.0 |
ATRD-0000038 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | workflow_automation | advanced | [
"task_manager",
"python"
] | true | 1.0.0 |
ATRD-0000039 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | ambiguity_resolution | expert | [
"clarification"
] | true | 1.0.0 |
ATRD-0000040 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | planning | basic | [
"calendar",
"task_manager"
] | true | 1.0.0 |
ATRD-0000041 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | coding | intermediate | [
"code_editor",
"python",
"test_runner"
] | true | 1.0.0 |
ATRD-0000042 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | research | advanced | [
"web_search",
"browser"
] | true | 1.0.0 |
ATRD-0000043 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | data_analysis | expert | [
"python",
"spreadsheet"
] | true | 1.0.0 |
ATRD-0000044 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | mathematics | basic | [
"calculator",
"python"
] | true | 1.0.0 |
ATRD-0000045 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | tool_selection | intermediate | [
"browser",
"python",
"calculator"
] | true | 1.0.0 |
ATRD-0000046 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | verification | advanced | [
"test_runner",
"browser"
] | true | 1.0.0 |
ATRD-0000047 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | project_management | expert | [
"task_manager",
"calendar"
] | true | 1.0.0 |
ATRD-0000048 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | information_retrieval | basic | [
"search",
"file_reader"
] | true | 1.0.0 |
ATRD-0000049 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | problem_solving | intermediate | [
"python",
"browser"
] | true | 1.0.0 |
ATRD-0000050 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | communication | advanced | [
"email_draft"
] | true | 1.0.0 |
ATRD-0000051 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | safety | expert | [
"policy_checker"
] | true | 1.0.0 |
ATRD-0000052 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | decision_making | basic | [
"calculator",
"spreadsheet"
] | true | 1.0.0 |
ATRD-0000053 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | debugging | intermediate | [
"code_editor",
"test_runner"
] | true | 1.0.0 |
ATRD-0000054 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | scheduling | advanced | [
"calendar"
] | true | 1.0.0 |
ATRD-0000055 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | file_management | expert | [
"file_reader",
"file_writer"
] | true | 1.0.0 |
ATRD-0000056 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | summarization | basic | [
"file_reader"
] | true | 1.0.0 |
ATRD-0000057 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | critical_thinking | intermediate | [
"browser",
"calculator"
] | true | 1.0.0 |
ATRD-0000058 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | workflow_automation | advanced | [
"task_manager",
"python"
] | true | 1.0.0 |
ATRD-0000059 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | ambiguity_resolution | expert | [
"clarification"
] | true | 1.0.0 |
ATRD-0000060 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | planning | basic | [
"calendar",
"task_manager"
] | true | 1.0.0 |
ATRD-0000061 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | coding | intermediate | [
"code_editor",
"python",
"test_runner"
] | true | 1.0.0 |
ATRD-0000062 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | research | advanced | [
"web_search",
"browser"
] | true | 1.0.0 |
ATRD-0000063 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | data_analysis | expert | [
"python",
"spreadsheet"
] | true | 1.0.0 |
ATRD-0000064 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | mathematics | basic | [
"calculator",
"python"
] | true | 1.0.0 |
ATRD-0000065 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | tool_selection | intermediate | [
"browser",
"python",
"calculator"
] | true | 1.0.0 |
ATRD-0000066 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | verification | advanced | [
"test_runner",
"browser"
] | true | 1.0.0 |
ATRD-0000067 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | project_management | expert | [
"task_manager",
"calendar"
] | true | 1.0.0 |
ATRD-0000068 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | information_retrieval | basic | [
"search",
"file_reader"
] | true | 1.0.0 |
ATRD-0000069 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | problem_solving | intermediate | [
"python",
"browser"
] | true | 1.0.0 |
ATRD-0000070 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | communication | advanced | [
"email_draft"
] | true | 1.0.0 |
ATRD-0000071 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | safety | expert | [
"policy_checker"
] | true | 1.0.0 |
ATRD-0000072 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | decision_making | basic | [
"calculator",
"spreadsheet"
] | true | 1.0.0 |
ATRD-0000073 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | debugging | intermediate | [
"code_editor",
"test_runner"
] | true | 1.0.0 |
ATRD-0000074 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | scheduling | advanced | [
"calendar"
] | true | 1.0.0 |
ATRD-0000075 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | file_management | expert | [
"file_reader",
"file_writer"
] | true | 1.0.0 |
ATRD-0000076 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | summarization | basic | [
"file_reader"
] | true | 1.0.0 |
ATRD-0000077 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | critical_thinking | intermediate | [
"browser",
"calculator"
] | true | 1.0.0 |
ATRD-0000078 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | workflow_automation | advanced | [
"task_manager",
"python"
] | true | 1.0.0 |
ATRD-0000079 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | ambiguity_resolution | expert | [
"clarification"
] | true | 1.0.0 |
ATRD-0000080 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | planning | basic | [
"calendar",
"task_manager"
] | true | 1.0.0 |
ATRD-0000081 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | coding | intermediate | [
"code_editor",
"python",
"test_runner"
] | true | 1.0.0 |
ATRD-0000082 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | research | advanced | [
"web_search",
"browser"
] | true | 1.0.0 |
ATRD-0000083 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | data_analysis | expert | [
"python",
"spreadsheet"
] | true | 1.0.0 |
ATRD-0000084 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | mathematics | basic | [
"calculator",
"python"
] | true | 1.0.0 |
ATRD-0000085 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | tool_selection | intermediate | [
"browser",
"python",
"calculator"
] | true | 1.0.0 |
ATRD-0000086 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | verification | advanced | [
"test_runner",
"browser"
] | true | 1.0.0 |
ATRD-0000087 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | project_management | expert | [
"task_manager",
"calendar"
] | true | 1.0.0 |
ATRD-0000088 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | information_retrieval | basic | [
"search",
"file_reader"
] | true | 1.0.0 |
ATRD-0000089 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | problem_solving | intermediate | [
"python",
"browser"
] | true | 1.0.0 |
ATRD-0000090 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | communication | advanced | [
"email_draft"
] | true | 1.0.0 |
ATRD-0000091 | [
{
"role": "system",
"content": "You are a general-purpose agentic assistant.\n\nCore operating principles:\n\n1. Understand the user's actual objective.\n2. Identify missing information and constraints.\n3. Select tools only when they provide value.\n4. Break complex tasks into verifiable actions.\n5. Never... | safety | expert | [
"policy_checker"
] | true | 1.0.0 |
End of preview. Expand in Data Studio
Agent Training Reasoning Dataset Dense
A synthetic dataset for general-purpose agentic AI training.
Repository: Lelonthecodeur/agent-training-reasoning-dataset-dense
Overview
Agent Training Reasoning Dataset Dense (ATRD) is a programmatically generated dataset designed to provide structured examples across multiple agentic task domains.
It focuses on task understanding, planning, tool selection, verification, decision-making and structured responses.
Dataset statistics
| Property | Value |
|---|---|
| Total examples | 1,000,000 |
| Domains | 20 |
| Difficulty levels | 4 |
| Format | Apache Parquet |
| Compression | Zstandard |
| Parquet shards | 20 |
| Generator version | 1.0.0 |
| Random seed | 42 |
| Language | English |
| Data type | Synthetic |
Domain coverage
- planning
- coding
- research
- data_analysis
- mathematics
- tool_selection
- verification
- project_management
- information_retrieval
- problem_solving
- communication
- safety
- decision_making
- debugging
- scheduling
- file_management
- summarization
- critical_thinking
- workflow_automation
- ambiguity_resolution
Difficulty distribution
- advanced: 250000
- basic: 250000
- expert: 250000
- intermediate: 250000
Dataset schema
Each example contains:
| Field | Description |
|---|---|
| id | Unique example identifier |
| messages | System, user and assistant messages |
| domain | Task domain |
| difficulty | Difficulty category |
| available_tools | Tools available in the scenario |
| synthetic | Whether the example is synthetic |
| generator_version | Generator version |
The assistant message contains a structured JSON object with a proposed plan, actions, simulated tool trace, final answer and verification metadata.
Loading the dataset
Install the required libraries:
pip install datasets pyarrow
Load the dataset:
from datasets import load_dataset
dataset = load_dataset(
"Lelonthecodeur/agent-training-reasoning-dataset-dense",
split="train"
)
print(dataset)
print(dataset[0])
Generation methodology
Examples are generated programmatically from domain-specific templates and randomized variables.
IDs are deterministic and unique within this generation run.
The dataset is divided into Parquet shards and compressed using Zstandard.
Important limitations
This is a synthetic baseline dataset.
- Tool traces are simulated placeholders, not real tool executions.
- Plans and responses are template-generated.
- Examples have not been independently human-verified.
- The dataset may contain repetitive patterns.
- Difficulty labels are assigned by a deterministic cycle, not by independent difficulty evaluation.
- Mathematical examples are limited to simple arithmetic.
Do not interpret the dataset as one million independently verified reasoning trajectories.
Independent quality evaluation, deduplication, diversity testing and benchmark validation are recommended before production training.
Intended uses
- Agentic AI research
- Tool-selection experiments
- Planning and workflow experiments
- Synthetic data pipeline development
- Dataset engineering experiments
License
Released under the MIT License.
See the LICENSE file for the complete license text.
Citation
@misc{lelon_agent_training_reasoning_dataset,
title={Agent Training Reasoning Dataset Dense},
author={Lelonthecodeur},
year={2026},
publisher={Hugging Face},
url={https://huggingface.co/datasets/Lelonthecodeur/agent-training-reasoning-dataset-dense}
}
Maintainer
Lelonthecodeur
Dataset version: 1.0.0
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