Datasets:

Yukendiran
/

cyber-sft-2k

instruction stringclasses 17 values	input stringclasses 20 values	output stringlengths 561 846	metadata dict
Analyze the cloud IAM config and recommend least-privilege changes.	A binary sample submitted to the sandbox attempts to contact a command-and-control domain and spawns a child process that attempts to enumerate running services.	{"Summary": "A binary sample submitted to the sandbox attempts to contact a command-and-control domain and spawns a child process that attempts to enumerate running services. Recommended investigation and [...]", "Findings": ["Observed suspicious activity related to Malware Analysis.", "Example artifacts: No clear IOCs...	{ "topic": "Malware Analysis", "difficulty": "easy", "length_hint": "medium" }
Classify the following activity into MITRE ATT&CK tactics and techniques and explain why.	CI pipeline runs unit tests but does not run SCA (software composition analysis) or vulnerability scanning.	{"Summary": "CI pipeline runs unit tests but does not run SCA (software composition analysis) or vulnerability scanning. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to DevSecOps.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential unau...	{ "topic": "DevSecOps", "difficulty": "easy", "length_hint": "long" }
Given this CVE reference and description, explain the impact and list prioritized remediation steps.	CI pipeline runs unit tests but does not run SCA (software composition analysis) or vulnerability scanning.	{"Summary": "CI pipeline runs unit tests but does not run SCA (software composition analysis) or vulnerability scanning. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to DevSecOps.", "Example artifacts: {'ips': ['10.7.196.122', '10.128.172.22', '10.124.2...	{ "topic": "DevSecOps", "difficulty": "hard", "length_hint": "long" }
From this incident description, produce a 3-step playbook to detect and contain the issue.	The function constructs SQL queries by concatenating user input directly with query templates.	{"Summary": "The function constructs SQL queries by concatenating user input directly with query templates. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Secure Coding.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential unauthorized ...	{ "topic": "Secure Coding", "difficulty": "easy", "length_hint": "long" }
Summarize the following document for a SOC manager in 3 sentences.	A web application uses an outdated library with a known XXE issue. The reported CVE indicates remote information disclosure.	{"Summary": "A web application uses an outdated library with a known XXE issue. The reported CVE indicates remote information disclosure. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Vulnerability Analysis.", "Example artifacts: {'ips': ['10.84.102.8...	{ "topic": "Vulnerability Analysis", "difficulty": "medium", "length_hint": "medium" }
Analyze the following log snippet and identify likely attack techniques and recommended mitigations.	PCAP shows long-lived connections to remote IPs with small, periodic beacon packets.	{"Summary": "PCAP shows long-lived connections to remote IPs with small, periodic beacon packets. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Forensics (network).", "Example artifacts: No clear IOCs in text."], "Impact": "Potential unauthorized acce...	{ "topic": "Forensics (network)", "difficulty": "easy", "length_hint": "short" }
Given this penetration test finding (safe description), write a remediation report for developers.	Policy draft: all employees must use MFA for corporate accounts and rotate keys quarterly.	{"Summary": "Policy draft: all employees must use MFA for corporate accounts and rotate keys quarterly. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Compliance & Policy.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential unauthorize...	{ "topic": "Compliance & Policy", "difficulty": "medium", "length_hint": "short" }
Produce a structured incident summary with Findings, Impact, and Recommendations.	A service account has wildcard permissions on storage buckets and is used by multiple CI jobs.	{"Summary": "A service account has wildcard permissions on storage buckets and is used by multiple CI jobs. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to IAM/Authentication.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential unauthor...	{ "topic": "IAM/Authentication", "difficulty": "medium", "length_hint": "medium" }
Analyze the following log snippet and identify likely attack techniques and recommended mitigations.	Memory snapshot reveals suspicious DLL injection and anomalous network sockets established to remote hosts.	{"Summary": "Memory snapshot reveals suspicious DLL injection and anomalous network sockets established to remote hosts. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Forensics (host).", "Example artifacts: No clear IOCs in text."], "Impact": "Potenti...	{ "topic": "Forensics (host)", "difficulty": "easy", "length_hint": "long" }
Produce a structured incident summary with Findings, Impact, and Recommendations.	During assessment the tester found an exposed admin panel protected only by a default password.	{"Summary": "During assessment the tester found an exposed admin panel protected only by a default password. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Penetration Testing (defensive).", "Example artifacts: No clear IOCs in text."], "Impact": "Pote...	{ "topic": "Penetration Testing (defensive)", "difficulty": "medium", "length_hint": "short" }
Assess the risk level (Low/Medium/High) of the described scenario and justify your rating.	Firewall logs show repeated port scan patterns from a single external IP targeting common server ports.	{"Summary": "Firewall logs show repeated port scan patterns from a single external IP targeting common server ports. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Network Security.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential u...	{ "topic": "Network Security", "difficulty": "medium", "length_hint": "medium" }
Write a one-paragraph executive summary suitable for stakeholders.	2025-10-18 12:05:23 SRC=10.4.1.5 DST=10.4.2.20 GET /login 200 UA='Mozilla/5.0' POST /api/auth 401 'username=admin'	{"Summary": "2025-10-18 12:05:23 SRC=10.4.1.5 DST=10.4.2.20 GET /login 200 UA='Mozilla/5.0' POST /api/auth 401 'username=admin' Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to SIEM Log Analysis.", "Example artifacts: No clear IOCs in text."], "Impact": ...	{ "topic": "SIEM Log Analysis", "difficulty": "easy", "length_hint": "medium" }
Given this penetration test finding (safe description), write a remediation report for developers.	A binary sample submitted to the sandbox attempts to contact a command-and-control domain and spawns a child process that attempts to enumerate running services.	{"Summary": "A binary sample submitted to the sandbox attempts to contact a command-and-control domain and spawns a child process that attempts to enumerate running services. Recommended investigation and [...]", "Findings": ["Observed suspicious activity related to Malware Analysis.", "Example artifacts: {'ips': [], '...	{ "topic": "Malware Analysis", "difficulty": "medium", "length_hint": "medium" }
Assess the risk level (Low/Medium/High) of the described scenario and justify your rating.	PCAP shows long-lived connections to remote IPs with small, periodic beacon packets.	{"Summary": "PCAP shows long-lived connections to remote IPs with small, periodic beacon packets. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Forensics (network).", "Example artifacts: {'ips': ['10.200.232.20', '10.61.67.228', '10.183.122.17'], 'dom...	{ "topic": "Forensics (network)", "difficulty": "easy", "length_hint": "medium" }
Given this penetration test finding (safe description), write a remediation report for developers.	A critical database uses a single shared credential across dev and prod environments.	{"Summary": "A critical database uses a single shared credential across dev and prod environments. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Risk Assessment.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential data exposure and op...	{ "topic": "Risk Assessment", "difficulty": "medium", "length_hint": "short" }
Analyze the following log snippet and identify likely attack techniques and recommended mitigations.	During assessment the tester found an exposed admin panel protected only by a default password.	{"Summary": "During assessment the tester found an exposed admin panel protected only by a default password. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Penetration Testing (defensive).", "Example artifacts: No clear IOCs in text."], "Impact": "Pote...	{ "topic": "Penetration Testing (defensive)", "difficulty": "hard", "length_hint": "medium" }
Explain how to detect misconfigured S3 buckets and a safe remediation checklist.	A binary sample submitted to the sandbox attempts to contact a command-and-control domain and spawns a child process that attempts to enumerate running services.	{"Summary": "A binary sample submitted to the sandbox attempts to contact a command-and-control domain and spawns a child process that attempts to enumerate running services. Recommended investigation and [...]", "Findings": ["Observed suspicious activity related to Malware Analysis.", "Example artifacts: {'ips': ['10....	{ "topic": "Malware Analysis", "difficulty": "hard", "length_hint": "medium" }
From this incident description, produce a 3-step playbook to detect and contain the issue.	Observed registry changes and suspicious scheduled tasks consistent with persistence techniques.	{"Summary": "Observed registry changes and suspicious scheduled tasks consistent with persistence techniques. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to MITRE ATT&CK Mapping.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential unau...	{ "topic": "MITRE ATT&CK Mapping", "difficulty": "easy", "length_hint": "short" }
Analyze the following log snippet and identify likely attack techniques and recommended mitigations.	A service account has wildcard permissions on storage buckets and is used by multiple CI jobs.	{"Summary": "A service account has wildcard permissions on storage buckets and is used by multiple CI jobs. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to IAM/Authentication.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential unauthor...	{ "topic": "IAM/Authentication", "difficulty": "hard", "length_hint": "medium" }
Summarize the following document for a SOC manager in 3 sentences.	A critical database uses a single shared credential across dev and prod environments.	{"Summary": "A critical database uses a single shared credential across dev and prod environments. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Risk Assessment.", "Example artifacts: {'ips': ['10.203.19.192', '10.120.252.197'], 'domains': ['malicious...	{ "topic": "Risk Assessment", "difficulty": "medium", "length_hint": "long" }
Given network packet summary, identify what defensive telemetry to check in your SIEM.	CI pipeline runs unit tests but does not run SCA (software composition analysis) or vulnerability scanning.	{"Summary": "CI pipeline runs unit tests but does not run SCA (software composition analysis) or vulnerability scanning. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to DevSecOps.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential unau...	{ "topic": "DevSecOps", "difficulty": "easy", "length_hint": "medium" }
Given disk-forensics notes, summarize plausible timeline and next forensic steps.	A binary sample submitted to the sandbox attempts to contact a command-and-control domain and spawns a child process that attempts to enumerate running services.	{"Summary": "A binary sample submitted to the sandbox attempts to contact a command-and-control domain and spawns a child process that attempts to enumerate running services. Recommended investigation and [...]", "Findings": ["Observed suspicious activity related to Malware Analysis.", "Example artifacts: No clear IOCs...	{ "topic": "Malware Analysis", "difficulty": "medium", "length_hint": "long" }
Given disk-forensics notes, summarize plausible timeline and next forensic steps.	CI pipeline runs unit tests but does not run SCA (software composition analysis) or vulnerability scanning.	{"Summary": "CI pipeline runs unit tests but does not run SCA (software composition analysis) or vulnerability scanning. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to DevSecOps.", "Example artifacts: {'ips': ['10.11.250.226'], 'domains': ['malicious-4...	{ "topic": "DevSecOps", "difficulty": "medium", "length_hint": "short" }
Given network packet summary, identify what defensive telemetry to check in your SIEM.	Policy draft: all employees must use MFA for corporate accounts and rotate keys quarterly.	{"Summary": "Policy draft: all employees must use MFA for corporate accounts and rotate keys quarterly. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Compliance & Policy.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential unauthorize...	{ "topic": "Compliance & Policy", "difficulty": "medium", "length_hint": "medium" }
Write a one-paragraph executive summary suitable for stakeholders.	CI pipeline runs unit tests but does not run SCA (software composition analysis) or vulnerability scanning.	{"Summary": "CI pipeline runs unit tests but does not run SCA (software composition analysis) or vulnerability scanning. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to DevSecOps.", "Example artifacts: {'ips': ['10.139.149.181', '10.12.84.14'], 'domains...	{ "topic": "DevSecOps", "difficulty": "medium", "length_hint": "medium" }
Assess the risk level (Low/Medium/High) of the described scenario and justify your rating.	A critical database uses a single shared credential across dev and prod environments.	{"Summary": "A critical database uses a single shared credential across dev and prod environments. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Risk Assessment.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential data exposure and op...	{ "topic": "Risk Assessment", "difficulty": "easy", "length_hint": "long" }
Recommend secure coding changes for the attached code snippet (no exploit code).	Firewall logs show repeated port scan patterns from a single external IP targeting common server ports.	{"Summary": "Firewall logs show repeated port scan patterns from a single external IP targeting common server ports. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Network Security.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential u...	{ "topic": "Network Security", "difficulty": "easy", "length_hint": "medium" }
Analyze the following log snippet and identify likely attack techniques and recommended mitigations.	Container runs as root and mounts the host Docker socket.	{"Summary": "Container runs as root and mounts the host Docker socket. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Container Security.", "Example artifacts: {'ips': ['10.144.25.210'], 'domains': ['malicious-318.example.com'], 'hashes': ['md5:f7251c3...	{ "topic": "Container Security", "difficulty": "medium", "length_hint": "long" }
Extract Indicators of Compromise (IPs, domains, file hashes) from the text and provide them as a JSON list.	The function constructs SQL queries by concatenating user input directly with query templates.	{"Summary": "The function constructs SQL queries by concatenating user input directly with query templates. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Secure Coding.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential unauthorized ...	{ "topic": "Secure Coding", "difficulty": "easy", "length_hint": "medium" }
Extract Indicators of Compromise (IPs, domains, file hashes) from the text and provide them as a JSON list.	A service account has wildcard permissions on storage buckets and is used by multiple CI jobs.	{"Summary": "A service account has wildcard permissions on storage buckets and is used by multiple CI jobs. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to IAM/Authentication.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential unauthor...	{ "topic": "IAM/Authentication", "difficulty": "medium", "length_hint": "medium" }
Summarize the following document for a SOC manager in 3 sentences.	A web application uses an outdated library with a known XXE issue. The reported CVE indicates remote information disclosure.	{"Summary": "A web application uses an outdated library with a known XXE issue. The reported CVE indicates remote information disclosure. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Vulnerability Analysis.", "Example artifacts: No clear IOCs in text...	{ "topic": "Vulnerability Analysis", "difficulty": "easy", "length_hint": "medium" }
Recommend secure coding changes for the attached code snippet (no exploit code).	Firewall logs show repeated port scan patterns from a single external IP targeting common server ports.	{"Summary": "Firewall logs show repeated port scan patterns from a single external IP targeting common server ports. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Network Security.", "Example artifacts: No clear IOCs in text."], "Impact": "Potential u...	{ "topic": "Network Security", "difficulty": "medium", "length_hint": "medium" }
Given this penetration test finding (safe description), write a remediation report for developers.	PCAP shows long-lived connections to remote IPs with small, periodic beacon packets.	{"Summary": "PCAP shows long-lived connections to remote IPs with small, periodic beacon packets. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Forensics (network).", "Example artifacts: No clear IOCs in text."], "Impact": "Potential unauthorized acce...	{ "topic": "Forensics (network)", "difficulty": "medium", "length_hint": "long" }
From this incident description, produce a 3-step playbook to detect and contain the issue.	Policy draft: all employees must use MFA for corporate accounts and rotate keys quarterly.	{"Summary": "Policy draft: all employees must use MFA for corporate accounts and rotate keys quarterly. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Compliance & Policy.", "Example artifacts: {'ips': ['10.254.6.118'], 'domains': [], 'hashes': ['md5:1...	{ "topic": "Compliance & Policy", "difficulty": "easy", "length_hint": "long" }
Provide a prioritized remediation plan (top 3 actions) for the reported vulnerability.	2025-10-18 12:05:23 SRC=10.4.1.5 DST=10.4.2.20 GET /login 200 UA='Mozilla/5.0' POST /api/auth 401 'username=admin'	{"Summary": "2025-10-18 12:05:23 SRC=10.4.1.5 DST=10.4.2.20 GET /login 200 UA='Mozilla/5.0' POST /api/auth 401 'username=admin' Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to SIEM Log Analysis.", "Example artifacts: No clear IOCs in text."], "Impact": ...	{ "topic": "SIEM Log Analysis", "difficulty": "easy", "length_hint": "medium" }
Assess the risk level (Low/Medium/High) of the described scenario and justify your rating.	An input field reflects user-supplied content in a response without proper encoding; application logs show SQL error traces.	{"Summary": "An input field reflects user-supplied content in a response without proper encoding; application logs show SQL error traces. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Web App Security.", "Example artifacts: No clear IOCs in text."], "...	{ "topic": "Web App Security", "difficulty": "medium", "length_hint": "short" }
Recommend secure coding changes for the attached code snippet (no exploit code).	A service account has wildcard permissions on storage buckets and is used by multiple CI jobs.	{"Summary": "A service account has wildcard permissions on storage buckets and is used by multiple CI jobs. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to IAM/Authentication.", "Example artifacts: {'ips': ['10.142.44.1', '10.89.237.245', '10.118.28.228...	{ "topic": "IAM/Authentication", "difficulty": "hard", "length_hint": "long" }
Given this penetration test finding (safe description), write a remediation report for developers.	Open source reporting indicates active exploitation attempts against a public-facing VPN appliance, with references to CVE-2024-XXXX.	{"Summary": "Open source reporting indicates active exploitation attempts against a public-facing VPN appliance, with references to CVE-2024-XXXX. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Threat Intelligence.", "Example artifacts: No clear IOCs i...	{ "topic": "Threat Intelligence", "difficulty": "medium", "length_hint": "short" }
Explain how to detect misconfigured S3 buckets and a safe remediation checklist.	During assessment the tester found an exposed admin panel protected only by a default password.	{"Summary": "During assessment the tester found an exposed admin panel protected only by a default password. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Penetration Testing (defensive).", "Example artifacts: {'ips': ['10.104.51.7'], 'domains': ['mal...	{ "topic": "Penetration Testing (defensive)", "difficulty": "hard", "length_hint": "short" }
Write a one-paragraph executive summary suitable for stakeholders.	Memory snapshot reveals suspicious DLL injection and anomalous network sockets established to remote hosts.	{"Summary": "Memory snapshot reveals suspicious DLL injection and anomalous network sockets established to remote hosts. Recommended investigation and containment steps suggested.", "Findings": ["Observed suspicious activity related to Forensics (host).", "Example artifacts: No clear IOCs in text."], "Impact": "Potenti...	{ "topic": "Forensics (host)", "difficulty": "medium", "length_hint": "short" }