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The dataset generation failed
Error code: DatasetGenerationError
Exception: TypeError
Message: Couldn't cast array of type
struct<category: string, subcategory: string, task: string, mitre_techniques: list<item: string>, difficulty: string, prerequisites: list<item: null>, phases: list<item: null>, quality_scores: struct<technical_accuracy: double, tool_use_quality: double, reasoning_depth: double, no_template: double>, turn_count: int64, tool_call_count: int64, approved_for_training: bool>
to
{'category': Value('string'), 'subcategory': Value('string'), 'mitre_techniques': List(Value('string')), 'difficulty': Value('string'), 'prerequisites': List(Value('string')), 'phases': List(Value('string')), 'quality_scores': {'technical_accuracy': Value('float64'), 'tool_use_quality': Value('float64'), 'reasoning_depth': Value('float64'), 'no_template': Value('float64')}, 'turn_count': Value('int64'), 'tool_call_count': Value('int64')}
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1779, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 609, in wrapped
for item in generator(*args, **kwargs):
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 295, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2255, in cast_table_to_schema
cast_array_to_feature(
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 1804, in wrapper
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2101, in cast_array_to_feature
raise TypeError(f"Couldn't cast array of type\n{_short_str(array.type)}\nto\n{_short_str(feature)}")
TypeError: Couldn't cast array of type
struct<category: string, subcategory: string, task: string, mitre_techniques: list<item: string>, difficulty: string, prerequisites: list<item: null>, phases: list<item: null>, quality_scores: struct<technical_accuracy: double, tool_use_quality: double, reasoning_depth: double, no_template: double>, turn_count: int64, tool_call_count: int64, approved_for_training: bool>
to
{'category': Value('string'), 'subcategory': Value('string'), 'mitre_techniques': List(Value('string')), 'difficulty': Value('string'), 'prerequisites': List(Value('string')), 'phases': List(Value('string')), 'quality_scores': {'technical_accuracy': Value('float64'), 'tool_use_quality': Value('float64'), 'reasoning_depth': Value('float64'), 'no_template': Value('float64')}, 'turn_count': Value('int64'), 'tool_call_count': Value('int64')}
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1342, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 907, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1832, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
messages list | tools list | id string | category string | subcategory string | task string | metadata dict | version string |
|---|---|---|---|---|---|---|---|
[
{
"role": "system",
"content": "You are AETHER, a senior cloud security engineer performing authorized red-team assessments against AWS, Azure, and GCP environments. All activities operate under a signed Rules of Engagement with explicit scope authorization. Provide step-by-step technical guidance with real... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-cloud_se-5ced7e6c | Cloud Security | general | Man-in-the-Browser via Chrome Extension | {
"category": "cloud",
"subcategory": "general",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"exploitation",
"credential_access",
"detection"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 1,
"reasoning_depth": 0.7,
... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher and penetration testing expert with authorization to test the target system.\n\nRules:\n1. Always think step-by-step in <thinking> blocks before acting\n2. Use available tools via <tool_call> XML format\n3. Only execute techniques o... | [
{
"type": "function",
"function": {
"name": "burp_scan",
"description": "Burp Suite scanner for web application security testing.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Burp scan t... | aether-web_appl-952bd0a1 | Web Application & API Security | GraphQL Attacks | GraphQL alias brute force for 2FA bypass | {
"category": "web_api",
"subcategory": "GraphQL Attacks",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [
"burp_scan",
"graphql_probe"
],
"phases": [
"recon",
"exploitation",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_qualit... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are an OSINT specialist and red-team operator who helps organizations understand their attack surface through information gathering and social engineering simulation. All activities require proper authorization.\n\nAuthorization: You must only assist with OSINT and social... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-osint__-05599593 | OSINT & Social Engineering | domain_recon | subdomain_enumeration | {
"category": "osint_social_engineering",
"subcategory": "domain_recon",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"recon",
"exploitation",
"credential_access",
"collection",
"exfiltration",
"detection"
],
"quality_scores": {
"technica... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a helpful AI assistant with access to file system tools. Use file_reader and file_writer to examine and manage files."
},
{
"role": "user",
"content": "Read the current iptables rules to audit the firewall configuration."
},
{
"role": "assistant",
... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-tool_cal-a4da839d | Tool Calling Practice | file_system | read_firewall_rules | {
"category": "tool_calling",
"subcategory": "file_system",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"exploitation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 1,
"reasoning_depth": 0.3,
"no_template": 1
},
"turn_c... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity AI assistant. You are an expert in security research, penetration testing, and defensive security. You help security professionals with authorized testing and defensive measures."
},
{
"role": "user",
"content": "How do you configure PAM fo... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-general_-70831205 | General Instruction Following | system_administration | infrastructure_management | {
"category": "general",
"subcategory": "system_administration",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 0.5,
"reasoning_depth": 0.4,
"no_template": 1
},
"turn_count": 3,
"to... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a helpful AI assistant with expertise in log analysis and security monitoring."
},
{
"role": "user",
"content": "How would you detect data exfiltration patterns in proxy logs?"
},
{
"role": "assistant",
"content": "<thinking>Proxy log analysis ... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-general_-64d38110 | General Instruction Following | log_analysis | security_log_analysis | {
"category": "general",
"subcategory": "log_analysis",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"recon",
"credential_access",
"exfiltration",
"detection"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 0.5,
"reaso... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are AETHER, a senior binary exploitation and reverse engineering expert assisting an authorized red team engagement. All techniques are for authorized security testing only. You guide users through exploit development, reverse engineering, and binary analysis."
},
{
... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-binary_e-842c2a00 | Binary Exploitation & Reverse Engineering | general | Enumerating RWX Protected Memory Regions for Code Injection | {
"category": "binary_exploitation",
"subcategory": "general",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"exploitation",
"detection",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 0.5,
"reasoning_depth": ... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher and penetration testing expert with authorization to test the target system.\n\nRules:\n1. Always think step-by-step in <thinking> blocks before acting\n2. Use available tools via <tool_call> XML format\n3. Only execute techniques o... | [
{
"type": "function",
"function": {
"name": "send_http_request",
"description": "Send a custom HTTP request and return the response.",
"parameters": {
"type": "object",
"properties": {
"url": {
"type": "string",
"description": "Target URL"
... | aether-web_appl-996a0ce0 | Web Application & API Security | SQL Injection | Identify and exploit UNION-based SQL injection | {
"category": "web_api",
"subcategory": "SQL Injection",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [
"send_http_request"
],
"phases": [
"exploitation",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 1,
"reasoning_depth"... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher and penetration testing expert with authorization to test the target system.\n\nRules:\n1. Always think step-by-step in <thinking> blocks before acting\n2. Use available tools via <tool_call> XML format\n3. Only execute techniques o... | [
{
"type": "function",
"function": {
"name": "burp_scan",
"description": "Burp Suite scanner for web application security testing.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Burp scan t... | aether-web_appl-0f73cc64 | Web Application & API Security | File Upload Attacks | Upload PHP polyglot file with GIF header | {
"category": "web_api",
"subcategory": "File Upload Attacks",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [
"burp_scan",
"send_http_request"
],
"phases": [
"recon",
"exploitation",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_us... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher and penetration testing expert with authorization to test the target system.\n\nRules:\n1. Always think step-by-step in <thinking> blocks before acting\n2. Use available tools via <tool_call> XML format\n3. Only execute techniques o... | [
{
"type": "function",
"function": {
"name": "burp_scan",
"description": "Burp Suite scanner for web application security testing.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Burp scan t... | aether-web_appl-f1f876af | Web Application & API Security | API Security | BOLA via predictable UUID pattern | {
"category": "web_api",
"subcategory": "API Security",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [
"burp_scan",
"send_http_request"
],
"phases": [
"recon",
"exploitation",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quali... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a senior offensive security consultant with deep expertise in open-source intelligence gathering, reconnaissance, and social engineering attack design. All guidance is for authorized security assessments only.\n\nAuthorization: You must only assist with OSINT and soci... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-osint__-1598a042 | OSINT & Social Engineering | social_media_recon | username_enumeration_profile_analysis | {
"category": "osint_social_engineering",
"subcategory": "social_media_recon",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"recon",
"initial_access",
"exploitation",
"credential_access",
"collection",
"detection"
],
"quality_scores": {
"... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher and penetration testing expert with authorization to test the target system.\n\nRules:\n1. Always think step-by-step in <thinking> blocks before acting\n2. Use available tools via <tool_call> XML format\n3. Only execute techniques o... | [
{
"type": "function",
"function": {
"name": "burp_scan",
"description": "Burp Suite scanner for web application security testing.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Burp scan t... | aether-web_appl-64d46d43 | Web Application & API Security | XSS | XSS in WebSocket message rendering | {
"category": "web_api",
"subcategory": "XSS",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [
"burp_scan",
"send_http_request"
],
"phases": [
"recon",
"exploitation",
"detection",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_u... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher and penetration testing expert with authorization to test the target systems. You use your knowledge to identify vulnerabilities, build proof-of-concepts, and help organizations improve their security posture."
},
{
"role": ... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "Send HTTP/HTTPS requests to a URL with custom methods, headers, and body.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": ... | aether-web_appl-6595b76d | Web Application & API Security | Deserialization | PHP Deserialization RCE on api.php.com | {
"category": "web_api",
"subcategory": "Deserialization",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [
"curl"
],
"phases": [
"exploitation",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 1,
"reasoning_depth": 1,
"n... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a senior red team operator and malware analyst assisting authorized security testing operations. All techniques discussed are for authorized penetration testing, red team exercises, and defensive research only. Always verify authorization before executing any techniqu... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-malware_-c7e8bd32 | Malware Analysis & EDR Evasion | EDR Evasion - Sleep Obfuscation | Ekko sleep obfuscation with Timer Queue | {
"category": "malware_edr",
"subcategory": "EDR Evasion - Sleep Obfuscation",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"exploitation",
"credential_access",
"defense_evasion",
"detection",
"mitigation"
],
"quality_scores": {
"technical_ac... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are AETHER, a senior cybersecurity assistant. You support security professionals with authorized testing, scripting, and analysis tasks. Always confirm authorization before providing offensive guidance."
},
{
"role": "user",
"content": "I'm working an authoriz... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-general-974270bc | General | general | Installation | {
"category": "general",
"subcategory": "general",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"exploitation",
"credential_access",
"detection"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 1,
"reasoning_depth": 0.7,
... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a senior offensive security consultant with deep expertise in open-source intelligence gathering, reconnaissance, and social engineering attack design. All guidance is for authorized security assessments only.\n\nAuthorization: You must only assist with OSINT and soci... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-osint__-2388446f | OSINT & Social Engineering | domain_recon | subdomain_enumeration | {
"category": "osint_social_engineering",
"subcategory": "domain_recon",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"recon",
"exploitation",
"credential_access",
"collection",
"detection"
],
"quality_scores": {
"technical_accuracy": 1,
... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red team operator participating in an authorized penetration test. You only operate within the scope of your engagement and have explicit written authorization. Your goal is to identify security weaknesses so they can be remediated. Respond with detail... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-active_d-962a0f95 | Active Directory & Windows | RBCD Delegation Abuse | RBCD delegation exploitation for privilege escalation | {
"category": "active_directory",
"subcategory": "RBCD Delegation Abuse",
"mitre_techniques": [],
"difficulty": "intermediate",
"prerequisites": [],
"phases": [
"recon",
"exploitation",
"lateral_movement"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 1,
"rea... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity AI assistant. You are an expert in security research, penetration testing, and defensive security. You help security professionals with authorized testing and defensive measures."
},
{
"role": "user",
"content": "Explain how to detect and a... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-general_-41abcdb7 | General Instruction Following | log_analysis | security_log_analysis | {
"category": "general",
"subcategory": "log_analysis",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"exploitation",
"persistence",
"detection",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 0.5,
"reason... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are AETHER, a senior cryptographic security expert and offensive researcher. You assist with authorized password cracking, TLS/SSL assessment, and cryptographic implementation review. All cracking is performed against hashes obtained through authorized engagements only."
... | [
{
"type": "function",
"function": {
"name": "python3",
"description": "Execute a Python script. Useful for pwntools, requests, custom analysis scripts.",
"parameters": {
"type": "object",
"properties": {
"code": {
"type": "string",
"descrip... | aether-cryptogr-770df3d6 | Cryptography & Password Cracking | general | 1.6 ECDSA Nonce Reuse Attack (PS3/PlayStation Hack) | {
"category": "cryptography",
"subcategory": "general",
"mitre_techniques": [],
"difficulty": "intermediate",
"prerequisites": [
"python3"
],
"phases": [
"exploitation",
"credential_access",
"detection"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 1,
... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher and penetration testing expert with authorization to test the target systems. You use your knowledge to identify vulnerabilities, build proof-of-concepts, and help organizations improve their security posture."
},
{
"role": ... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "Send HTTP/HTTPS requests to a URL with custom methods, headers, and body.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": ... | aether-web_appl-4c8713ce | Web Application & API Security | File-Upload-Path-Traversal | Use long filename to trigger buffer overflow in upload handler | {
"category": "web_api",
"subcategory": "File-Upload-Path-Traversal",
"mitre_techniques": [],
"difficulty": "intermediate",
"prerequisites": [
"curl"
],
"phases": [
"exploitation",
"privilege_escalation",
"detection",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are an OSINT specialist and red-team operator who helps organizations understand their attack surface through information gathering and social engineering simulation. All activities require proper authorization.\n\nAuthorization: You must only assist with OSINT and social... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-osint__-e251d131 | OSINT & Social Engineering | google_dorking | exposed_cameras_discovery | {
"category": "osint_social_engineering",
"subcategory": "google_dorking",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"recon",
"exploitation",
"credential_access",
"detection",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are an expert cybersecurity analyst specializing in offensive security techniques. You help security professionals understand attack methodologies to build better defenses. All guidance is for authorized security assessments and research environments only."
},
{
"... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-threat_i-e811a621 | Threat Intelligence & Purple Team | Splunk/KQL/Elastic Queries | Threat Hunting | {
"category": "threat_intel_purple_team",
"subcategory": "Splunk/KQL/Elastic Queries",
"mitre_techniques": [],
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"phases": [
"exploitation",
"detection",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 1,
... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a physical and digital security assessor with expertise in building access analysis, employee reconnaissance, and pretexting scenarios for authorized security engagements.\n\nAuthorization: You must only assist with dark web OSINT for authorized threat intelligence an... | [
{
"type": "function",
"function": {
"name": "pwntools",
"description": "Python exploitation toolkit for binary exploit development.",
"parameters": {
"type": "object",
"properties": {
"code": {
"type": "string",
"description": "pwntools-usi... | aether-osint__-626ce7f6 | OSINT & Social Engineering | dark_web_osint | breach_monitoring | {
"category": "osint_social_engineering",
"subcategory": "dark_web_osint",
"mitre_techniques": [],
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],
"phases": [
"recon",
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"credential_access"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quali... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a helpful AI assistant with expertise in programming and system administration."
},
{
"role": "user",
"content": "Write a Python function to send email with SMTP and attachment support."
},
{
"role": "assistant",
"content": "<thinking>User want... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-general_-f10bf4bf | General Instruction Following | coding | python/bash_scripting | {
"category": "general",
"subcategory": "coding",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
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],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 0.5,
"reasoning_depth": 0.4,
"no_template": 1
},
"turn_count": 3... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity AI assistant. You are an expert in security research, penetration testing, and defensive security. You help security professionals with authorized testing and defensive measures."
},
{
"role": "user",
"content": "Create a Python function to... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
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"descript... | aether-general_-ce1218e0 | General Instruction Following | coding | python/bash_scripting | {
"category": "general",
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"difficulty": "beginner",
"prerequisites": [],
"phases": [],
"quality_scores": {
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"tool_use_quality": 0.5,
"reasoning_depth": 0.4,
"no_template": 1
},
"turn_count": 3,
"tool_call_count":... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher and penetration testing expert with authorization to test the target systems. You use your knowledge to identify vulnerabilities, build proof-of-concepts, and help organizations improve their security posture."
},
{
"role": ... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "Send HTTP/HTTPS requests to a URL with custom methods, headers, and body.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": ... | aether-web_appl-70b71bdc | Web Application & API Security | CORS-Cache-Poisoning | Trick cache into storing authenticated content at public URL | {
"category": "web_api",
"subcategory": "CORS-Cache-Poisoning",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [
"curl"
],
"phases": [
"exploitation",
"credential_access",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 1,
... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cloud security engineer performing authorized red-team assessments against your organization's cloud infrastructure. All activities are conducted under a signed Rules of Engagement with explicit scope authorization. Your goal is to identify and demonstrate security ... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-cloud_se-53523863 | Cloud Security | Azure Entra ID Attacks | App Registration Credential Abuse | {
"category": "cloud",
"subcategory": "Azure Entra ID Attacks",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"recon",
"exploitation",
"credential_access",
"persistence",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_u... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red team operator participating in an authorized penetration test. You only operate within the scope of your engagement and have explicit written authorization. Your goal is to identify security weaknesses so they can be remediated. Respond with detail... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-active_d-da5bd389 | Active Directory & Windows | NTLM Relay Attack | NTLM relay to adcs_web exploitation | {
"category": "active_directory",
"subcategory": "NTLM Relay Attack",
"mitre_techniques": [
"T1557.001"
],
"difficulty": "intermediate",
"prerequisites": [
"impacket"
],
"phases": [
"recon",
"exploitation",
"credential_access",
"detection",
"mitigation"
],
"quality_scores... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher operating in an authorized penetration testing engagement. Your expertise spans network reconnaissance, Active Directory exploitation, post-exploitation, and lateral movement techniques. You use industry-standard tools including nma... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-network_-a9909d78 | Network & Infrastructure | Network Reconnaissance | Perform comprehensive service enumeration on discovered hosts | {
"category": "network_infra",
"subcategory": "Network Reconnaissance",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
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"exploitation",
"credential_access",
"lateral_movement",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher and penetration testing expert with authorization to test the target system.\n\nRules:\n1. Always think step-by-step in <thinking> blocks before acting\n2. Use available tools via <tool_call> XML format\n3. Only execute techniques o... | [
{
"type": "function",
"function": {
"name": "burp_scan",
"description": "Burp Suite scanner for web application security testing.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Burp scan t... | aether-web_appl-35bfa1cf | Web Application & API Security | OAuth/OpenID | redirect_uri wildcard abuse | {
"category": "web_api",
"subcategory": "OAuth/OpenID",
"mitre_techniques": [],
"difficulty": "beginner",
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"send_http_request"
],
"phases": [
"recon",
"exploitation",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quali... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity AI assistant. You are an expert in security research, penetration testing, and defensive security. You help security professionals with authorized testing and defensive measures."
},
{
"role": "user",
"content": "Explain Docker container se... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-general_-608a53b8 | General Instruction Following | system_administration | infrastructure_management | {
"category": "general",
"subcategory": "system_administration",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"exploitation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 0.5,
"reasoning_depth": 0.4,
"no_template": 1
},
... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are AETHER, a senior binary exploitation and reverse engineering expert assisting an authorized red team engagement. All techniques are for authorized security testing only. You guide users through exploit development, reverse engineering, and binary analysis."
},
{
... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-binary_e-9a6b33b7 | Binary Exploitation & Reverse Engineering | general | Quick Setup | {
"category": "binary_exploitation",
"subcategory": "general",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"exploitation",
"credential_access",
"detection",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 1,
... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are AETHER, a senior binary exploitation and reverse engineering expert assisting an authorized red team engagement. All techniques are for authorized security testing only. You guide users through exploit development, reverse engineering, and binary analysis."
},
{
... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-binary_e-c654be1a | Binary Exploitation & Reverse Engineering | general | Breaking the Sound Barrier Part I: Fuzzing CoreAudio with Mach Messages | {
"category": "binary_exploitation",
"subcategory": "general",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"exploitation",
"detection"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 0.5,
"reasoning_depth": 0.7,
"no_templ... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher and penetration testing expert with authorization to test the target systems. You use your knowledge to identify vulnerabilities, build proof-of-concepts, and help organizations improve their security posture."
},
{
"role": ... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "Send HTTP/HTTPS requests to a URL with custom methods, headers, and body.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": ... | aether-web_appl-f4259389 | Web Application & API Security | Deserialization | Hibernate Deserialization RCE on svc.hibernate.com | {
"category": "web_api",
"subcategory": "Deserialization",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [
"curl"
],
"phases": [
"exploitation",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 1,
"reasoning_depth": 1,
"n... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher and penetration testing expert with authorization to test the target system.\n\nRules:\n1. Always think step-by-step in <thinking> blocks before acting\n2. Use available tools via <tool_call> XML format\n3. Only execute techniques o... | [
{
"type": "function",
"function": {
"name": "burp_scan",
"description": "Burp Suite scanner for web application security testing.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "Burp scan t... | aether-web_appl-280722c1 | Web Application & API Security | File Upload Attacks | SVG file with embedded JavaScript for XSS | {
"category": "web_api",
"subcategory": "File Upload Attacks",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [
"burp_scan",
"send_http_request"
],
"phases": [
"recon",
"exploitation",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_us... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are an expert cybersecurity analyst specializing in offensive security techniques. You help security professionals understand attack methodologies to build better defenses. All guidance is for authorized security assessments and research environments only."
},
{
"... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-threat_i-ca78eadb | Threat Intelligence & Purple Team | Atomic Red Team Execution | Adversary Simulation | {
"category": "threat_intel_purple_team",
"subcategory": "Atomic Red Team Execution",
"mitre_techniques": [
"T1105"
],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"exploitation",
"detection",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher and penetration testing expert with authorization to test the target systems. You use your knowledge to identify vulnerabilities, build proof-of-concepts, and help organizations improve their security posture."
},
{
"role": ... | [
{
"type": "function",
"function": {
"name": "curl",
"description": "Send HTTP/HTTPS requests to a URL with custom methods, headers, and body.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": ... | aether-web_appl-c1530c3e | Web Application & API Security | File-Upload-Path-Traversal | Use LDAP injection in filename for directory traversal | {
"category": "web_api",
"subcategory": "File-Upload-Path-Traversal",
"mitre_techniques": [],
"difficulty": "intermediate",
"prerequisites": [
"curl"
],
"phases": [
"exploitation",
"privilege_escalation",
"exfiltration",
"detection",
"mitigation"
],
"quality_scores": {
"tec... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity red-team researcher and penetration testing expert with authorization to test the target systems. You use your knowledge to identify vulnerabilities, build proof-of-concepts, and help organizations improve their security posture."
},
{
"role": ... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-web_appl-743816b0 | Web Application & API Security | DNS-Rebinding | Exploit UPnP via DNS rebinding for port forwarding | {
"category": "web_api",
"subcategory": "DNS-Rebinding",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"exploitation",
"credential_access",
"exfiltration",
"mitigation"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 1,
... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are AETHER, a senior binary exploitation and reverse engineering expert assisting an authorized red team engagement. All techniques are for authorized security testing only. You guide users through exploit development, reverse engineering, and binary analysis."
},
{
... | [
{
"type": "function",
"function": {
"name": "metasploit",
"description": "Metasploit Framework for exploitation and payload generation.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"description": "msfco... | aether-binary_e-68672964 | Binary Exploitation & Reverse Engineering | general | APC Queue Code Injection | {
"category": "binary_exploitation",
"subcategory": "general",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"exploitation",
"detection"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 0.5,
"reasoning_depth": 0.4,
"no_templ... | 2026.05-v11 |
[
{
"role": "system",
"content": "You are a cybersecurity AI assistant. Only execute techniques on authorized targets with written permission. You help security professionals with authorized penetration testing, defensive security, and security research."
},
{
"role": "user",
"content": "How do I ... | [
{
"type": "function",
"function": {
"name": "execute_command",
"description": "Execute a shell command on the target system. Returns stdout/stderr.",
"parameters": {
"type": "object",
"properties": {
"command": {
"type": "string",
"descript... | aether-refusal_-c10ab29e | Refusal Boundary Training | credential_theft | session_hijacking | {
"category": "refusal_training",
"subcategory": "credential_theft",
"mitre_techniques": [],
"difficulty": "beginner",
"prerequisites": [],
"phases": [
"exploitation",
"credential_access"
],
"quality_scores": {
"technical_accuracy": 1,
"tool_use_quality": 0.5,
"reasoning_depth": 0.4,... | 2026.05-v11 |
End of preview.
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
AETHER Red Team Dataset
Uncensored offensive cybersecurity dataset for training autonomous pentesting AI (Hermes Agent).
v15 (2026-05-02)
- 20,072 redteam records (93.8% approved)
- Dropped: 2,687 non-redteam + 66 syntax errors + 4 refusals + 5 exact duplicates
- Categories: cloud, active_directory, ics_ot, malware_edr, web_api, cryptography, binary_exploitation, network_infra, osint_social_engineering, threat_intel_purple_team, mobile, bug_bounty, wireless_physical
- Prerequisites populated: 15,959 records
- MITRE ATT&CK phases: all 20,072 records
- Command syntax validated against real tool docs (PetitPotam, certipy, mimikatz, secretsdump, IMDSv2, AWS CLI, frida, sed, PowerView)
- Refusal content purged (ZERO refusals)
- Stratified splits: train 16,053 / val 2,002 / test 2,017
Splits
| Split | Records |
|---|---|
| Train | 16,053 |
| Val | 2,002 |
| Test | 2,017 |
Format
OpenAI-compatible messages with native tool_calls JSON + tool_call_id linkage.
- Downloads last month
- 48