conversations listlengths 2 2 | metadata dict | id stringlengths 36 36 |
|---|---|---|
[
{
"from": "human",
"value": "How do I train my employees to recognize and resist social engineering attacks? We've had two incidents this year where employees were tricked into resetting account credentials for an attacker."
},
{
"from": "gpt",
"value": "## Social Engineering Defense: Employee S... | {
"category": "threat_analysis",
"context": "social engineering awareness"
} | 6bf776ca-dd98-4b19-b491-5664b3ea3d14 |
[
{
"from": "human",
"value": "We've just discovered that approximately 40% of our file servers have been encrypted by ransomware. Ransom note says 'LockBit 3.0'. We still have working domain controllers. What do we do in the next 2 hours?"
},
{
"from": "gpt",
"value": "## Ransomware Incident Resp... | {
"category": "incident_response",
"context": "ransomware incident response"
} | 93e5fb8f-eb15-443b-bd21-d8ebecbc6ebb |
[
{
"from": "human",
"value": "My vulnerability scanner just returned 2,847 findings across our infrastructure. My team has capacity to remediate about 50 vulnerabilities per week. How do I prioritize this backlog effectively?"
},
{
"from": "gpt",
"value": "## Vulnerability Prioritization Framewor... | {
"category": "vulnerability_management",
"context": "CVE triage and prioritization"
} | bc06cd8e-cfca-45a5-ab3c-53ef377a15b8 |
[
{
"from": "human",
"value": "I received a suspicious email that claims to be from our bank requesting urgent account verification. How do I analyze it to determine if it's a phishing attempt and what do I do if it is?"
},
{
"from": "gpt",
"value": "## Phishing Email Analysis: Identification and ... | {
"category": "threat_analysis",
"context": "phishing campaign analysis"
} | 4cd84c9a-4613-4277-b763-ec6f97382638 |
[
{
"from": "human",
"value": "I'm a penetration tester conducting an authorized assessment of a web application. The application uses JWT tokens for authentication. What should I test for and how?"
},
{
"from": "gpt",
"value": "## JWT Security Testing: Authorized Penetration Assessment\n\n*Note: ... | {
"category": "penetration_testing",
"context": "web application security testing"
} | 12d67352-4844-46d8-85e7-ca3534ca9625 |
[
{
"from": "human",
"value": "I need to assess the security posture of our AWS environment. We have multiple accounts, EC2 instances, RDS databases, S3 buckets, and Lambda functions. What are the most critical areas to check and what tools should I use?"
},
{
"from": "gpt",
"value": "## AWS Secur... | {
"category": "cloud_security",
"context": "AWS security posture assessment"
} | b06608a3-57c7-464b-8f5d-21ffbb281842 |
[
{
"from": "human",
"value": "Our developers have been storing API keys and database passwords in environment variables and sometimes in .env files that get committed to Git. How do we fix this properly?"
},
{
"from": "gpt",
"value": "## Secrets Management: Eliminating Hardcoded Credentials\n\n##... | {
"category": "security_architecture",
"context": "secrets management"
} | d67613df-05e9-4cc3-900b-9746e2cf5e6d |
[
{
"from": "human",
"value": "I'm a developer and I want to understand the most critical web application security vulnerabilities and how to fix them in my Python Flask/Django application."
},
{
"from": "gpt",
"value": "## OWASP Top 10: Python Web Application Security\n\n### A01: Broken Access Co... | {
"category": "secure_coding",
"context": "OWASP Top 10 security vulnerabilities"
} | f515616a-0ecc-4004-871a-ef9b703bc9f6 |
[
{
"from": "human",
"value": "My vulnerability scanner just returned 2,847 findings across our infrastructure. My team has capacity to remediate about 50 vulnerabilities per week. How do I prioritize this backlog effectively?"
},
{
"from": "gpt",
"value": "## Vulnerability Prioritization Framewor... | {
"category": "vulnerability_management",
"context": "CVE triage and prioritization"
} | 5ad397f3-a85d-4b40-afb6-58156e76849e |
[
{
"from": "human",
"value": "I'm a penetration tester conducting an authorized assessment of a web application. The application uses JWT tokens for authentication. What should I test for and how?"
},
{
"from": "gpt",
"value": "## JWT Security Testing: Authorized Penetration Assessment\n\n*Note: ... | {
"category": "penetration_testing",
"context": "web application security testing"
} | 4e4eb0f1-703c-473f-85c6-b4630dc2f379 |
[
{
"from": "human",
"value": "I'm setting up detection rules in our SIEM (Splunk/Elastic) for common attack techniques. What are the highest-value detection rules I should implement first?"
},
{
"from": "gpt",
"value": "## High-Value SIEM Detection Rules: Priority Implementation Guide\n\n### Dete... | {
"category": "siem_detection",
"context": "threat detection and SIEM rules"
} | 905f6183-3950-4608-996c-f6847031adcb |
[
{
"from": "human",
"value": "I received a suspicious email that claims to be from our bank requesting urgent account verification. How do I analyze it to determine if it's a phishing attempt and what do I do if it is?"
},
{
"from": "gpt",
"value": "## Phishing Email Analysis: Identification and ... | {
"category": "threat_analysis",
"context": "phishing campaign analysis"
} | b3874a72-ec9b-419e-b169-72cf5041b39a |
[
{
"from": "human",
"value": "I'm setting up detection rules in our SIEM (Splunk/Elastic) for common attack techniques. What are the highest-value detection rules I should implement first?"
},
{
"from": "gpt",
"value": "## High-Value SIEM Detection Rules: Priority Implementation Guide\n\n### Dete... | {
"category": "siem_detection",
"context": "threat detection and SIEM rules"
} | 9cacba9b-6aca-4e16-9e64-f16a7ce0565c |
[
{
"from": "human",
"value": "How do I train my employees to recognize and resist social engineering attacks? We've had two incidents this year where employees were tricked into resetting account credentials for an attacker."
},
{
"from": "gpt",
"value": "## Social Engineering Defense: Employee S... | {
"category": "threat_analysis",
"context": "social engineering awareness"
} | 8c7bbeb8-ab78-41ba-9838-fc7ad5f861f3 |
[
{
"from": "human",
"value": "Our developers have been storing API keys and database passwords in environment variables and sometimes in .env files that get committed to Git. How do we fix this properly?"
},
{
"from": "gpt",
"value": "## Secrets Management: Eliminating Hardcoded Credentials\n\n##... | {
"category": "security_architecture",
"context": "secrets management"
} | cb2d1aa5-cd1f-4aa3-95d8-dc8482f55f60 |
[
{
"from": "human",
"value": "Our CTO wants to implement Zero Trust Architecture. We currently have a flat internal network with perimeter-only security. Where do we start and what does a phased implementation look like?"
},
{
"from": "gpt",
"value": "## Zero Trust Architecture: Phased Implementa... | {
"category": "security_architecture",
"context": "zero trust network architecture"
} | 2ee6040e-435c-45ff-8dd9-8c9400cea051 |
[
{
"from": "human",
"value": "I'm setting up detection rules in our SIEM (Splunk/Elastic) for common attack techniques. What are the highest-value detection rules I should implement first?"
},
{
"from": "gpt",
"value": "## High-Value SIEM Detection Rules: Priority Implementation Guide\n\n### Dete... | {
"category": "siem_detection",
"context": "threat detection and SIEM rules"
} | 771c649f-f12c-4049-adca-f23a94f225ee |
[
{
"from": "human",
"value": "I'm setting up detection rules in our SIEM (Splunk/Elastic) for common attack techniques. What are the highest-value detection rules I should implement first?"
},
{
"from": "gpt",
"value": "## High-Value SIEM Detection Rules: Priority Implementation Guide\n\n### Dete... | {
"category": "siem_detection",
"context": "threat detection and SIEM rules"
} | b02b214a-c9ce-4359-90c2-692774386346 |
[
{
"from": "human",
"value": "I'm a developer and I want to understand the most critical web application security vulnerabilities and how to fix them in my Python Flask/Django application."
},
{
"from": "gpt",
"value": "## OWASP Top 10: Python Web Application Security\n\n### A01: Broken Access Co... | {
"category": "secure_coding",
"context": "OWASP Top 10 security vulnerabilities"
} | e95cf44a-c642-4d53-ad1c-9d3ff6335073 |
[
{
"from": "human",
"value": "Our CTO wants to implement Zero Trust Architecture. We currently have a flat internal network with perimeter-only security. Where do we start and what does a phased implementation look like?"
},
{
"from": "gpt",
"value": "## Zero Trust Architecture: Phased Implementa... | {
"category": "security_architecture",
"context": "zero trust network architecture"
} | 84d3246b-0fc2-4784-8ef3-39439fef29f9 |
[
{
"from": "human",
"value": "I received a suspicious email that claims to be from our bank requesting urgent account verification. How do I analyze it to determine if it's a phishing attempt and what do I do if it is?"
},
{
"from": "gpt",
"value": "## Phishing Email Analysis: Identification and ... | {
"category": "threat_analysis",
"context": "phishing campaign analysis"
} | cecf78b9-6571-4b54-934f-6fda7aeb9fb8 |
[
{
"from": "human",
"value": "How do I train my employees to recognize and resist social engineering attacks? We've had two incidents this year where employees were tricked into resetting account credentials for an attacker."
},
{
"from": "gpt",
"value": "## Social Engineering Defense: Employee S... | {
"category": "threat_analysis",
"context": "social engineering awareness"
} | c068a999-c5ad-43b1-8326-1ad15374ae2e |
[
{
"from": "human",
"value": "Our SOC just identified an alert: a Windows server is making outbound connections on port 443 to an IP we've never seen before, combined with PowerShell execution spawned by a Word document opened by a finance employee. The connection persists every 5 minutes. What is this likel... | {
"category": "threat_analysis",
"context": "APT threat intelligence"
} | 6c4f841c-5190-4d9f-8ca9-e2788fa44ebb |
End of preview. Expand in Data Studio
Cybersecurity SFT 100K
A synthetic supervised fine-tuning dataset of 100,000 high-quality cybersecurity conversations designed to train AI assistants for security operations, threat analysis, incident response, and defensive security engineering.
Dataset Description
This dataset covers real-world security scenarios across 9 cybersecurity domains. Each record follows the ShareGPT conversation format with a practitioner-level query and a detailed, structured security response. All penetration testing scenarios are framed within authorized assessment contexts.
Categories
| Category | Description |
|---|---|
threat_analysis |
APT investigation, phishing analysis, social engineering |
incident_response |
Ransomware response, breach containment, forensics |
vulnerability_management |
Vuln prioritization, CVSS scoring, remediation planning |
security_architecture |
Zero trust, secrets management, defense in depth |
penetration_testing |
Authorized security testing, JWT vulns, API security |
cloud_security |
AWS security posture, IAM, cloud misconfiguration |
siem_detection |
Detection engineering, Splunk/Elastic rules, threat hunting |
secure_coding |
OWASP Top 10, Python Flask/Django security, code review |
Format
ShareGPT format:
{
"conversations": [
{"from": "human", "value": "...security scenario..."},
{"from": "gpt", "value": "...structured security response..."}
],
"metadata": {"category": "...", "context": "..."},
"id": "uuid"
}
Use Cases
- Fine-tuning security-aware AI assistants
- SOC analyst training and automation
- Security operations center (SOC) tooling
- Secure code review assistants
- SIEM and threat detection pipelines
Ethical Considerations
This dataset is designed for defensive security purposes. All penetration testing content is framed within authorized engagement contexts (bug bounty, contracted assessments). The dataset does not include novel exploit code, active malware, or instructions for unauthorized access.
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