Question Analysis

On a Linux host, auditing has been turned off. Review process execution or syslog data to determine which command was executed to disable the audit subsystem.

7906f0a6-b527-46ee-9026-6e81a9184e08
Question ID
16/23
Models Correct
1
Valid Answer
70%
Success Rate
Reference Answer

Human-validated correct answer for this question

auditctl -e 0
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
auditctl -e 0
DeviceProcessEvents | where ActionType == "ProcessCreated" | where ProcessCommandLine has_any ("auditctl -e 0", "systemctl stop auditd", "service auditd stop", "killall auditd", "pkill auditd") | project Timestamp, DeviceName, ProcessCommandLine, InitiatingProcessCommandLine, AccountName
Correct
1
10.69s
0.0053
gpt-35-turbo
No answer provided
No query generated
Incorrect
5
0.00s
0.0111
gpt-4-turbo-2024-04-09
auditctl -e 0
DeviceProcessEvents | where InitiatingProcessCommandLine contains 'auditctl -e 0' or InitiatingProcessCommandLine contains 'service auditd stop' or InitiatingProcessCommandLine contains '/etc/init.d/auditd stop' or InitiatingProcessCommandLine contains 'systemctl stop auditd' | project DeviceName, AccountName, InitiatingProcessCommandLine, TimeGenerated
Correct
1
11.09s
0.0532
gpt-4.1
auditctl -e 0
DeviceProcessEvents | where ProcessCommandLine has_any ('auditctl -e 0', 'auditctl --disable', 'systemctl stop auditd', 'service auditd stop', 'auditd -s disable', 'systemctl disable auditd') | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine
Correct
1
3.64s
0.0112
gpt-4.1-finetuned
auditctl -e 0
DeviceProcessEvents | where InitiatingProcessCommandLine has_any ("auditctl", "magic value", "d off", "auditd -s disable", "auditd") or ProcessCommandLine has_any ("auditctl", "magic value", "d off", "auditd -s disable", "auditd")
Correct
2
18.75s
0.1287
gpt-4.1-mini
No answer provided
No query generated
Incorrect
5
0.00s
0.0079
gpt-4.1-nano
No answer provided
No query generated
Incorrect
5
0.00s
0.0017
gpt-4o
auditctl -e 0
DeviceProcessEvents | where InitiatingProcessCommandLine has_any ("auditctl", "systemctl stop auditd", "service auditd stop", "kill") | project TimeGenerated, DeviceName, InitiatingProcessCommandLine, InitiatingProcessAccountName, InitiatingProcessId
Correct
1
3.28s
0.0187
gpt-5-high
auditctl -D
let linux_devices = DeviceInfo | where OSPlatform == "Linux" | project DeviceId, DeviceName, MachineGroup; // 1) Process executions that likely disabled auditing let process_evidence = DeviceProcessEvents | join kind=inner (linux_devices) on DeviceId | where // auditctl explicitly disabling auditing or deleting all rules (FileName =~ "auditctl" and (tostring(ProcessCommandLine) matches regex @"(?i)\b-e\s*0\b" or tostring(ProcessCommandLine) has " -D")) or // systemd/service commands stopping/disable/masking auditd (FileName =~ "systemctl" and tostring(ProcessCommandLine) has "auditd" and tostring(ProcessCommandLine) has_any (" stop", " disable", " mask")) or (FileName =~ "service" and tostring(ProcessCommandLine) has "auditd" and tostring(ProcessCommandLine) has_any (" stop", " disable")) or (FileName in~ ("chkconfig","update-rc.d","rcauditd") and tostring(ProcessCommandLine) has "auditd" and tostring(ProcessCommandLine) has_any (" off", " disable", " stop")) or // killing the audit daemon (FileName in~ ("kill","pkill","killall") and (tostring(ProcessCommandLine) has "auditd" or tostring(ProcessCommandLine) has_any ("/run/auditd.pid","/var/run/auditd.pid"))) or // disabling kernel auditing at boot via grub (FileName in~ ("grubby","grub2-mkconfig","grub-mkconfig") and tostring(ProcessCommandLine) has "audit=0") | project TimeGenerated, DeviceName, DeviceId, EventType = "Process", FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessParentFileName, AccountName, InitiatingProcessAccountName, ProcessId, InitiatingProcessId; // 2) Syslog evidence that auditing/auditd was stopped/disabled let syslog_evidence = DeviceEvents | join kind=inner (linux_devices) on DeviceId | extend SyslogMessage = coalesce(tostring(AdditionalFields.SyslogMessage), tostring(AdditionalFields.message), tostring(AdditionalFields.Message), tostring(AdditionalFields.MSG), tostring(AdditionalFields.MESSAGE), tostring(AdditionalFields.body)) | where (ActionType has_cs "syslog" or isnotempty(SyslogMessage)) | where // auditd exiting/stopped, or systemd service stopped (SyslogMessage has "auditd" and SyslogMessage has_any ("exiting","stopped","stopping","disabled","disable","deactivated","killed","terminated")) or (SyslogMessage has "Security Auditing Service" and SyslogMessage has_any ("Stopped","Stopping","Deactivated")) | project TimeGenerated, DeviceName, DeviceId, EventType = "Syslog", FileName, ProcessCommandLine, SyslogMessage, ActionType, AccountName, InitiatingProcessAccountName; union process_evidence, syslog_evidence | sort by TimeGenerated desc
Incorrect
1
138.31s
0.0680
gpt-5-mini-high
auditctl -e 0
let auditRegex = @"(?i)\b(?:auditctl\s+[-\w\s=]+|systemctl\s+(?:stop|disable|mask)\s+auditd|service\s+(?:stop|disable)\s+auditd|/etc/init\.d/auditd\s+(?:stop|disable)|killall\s+(?:auditd|audispd)|pkill\s+(?:-f\s+)?auditd)\b"; let devProc = DeviceProcessEvents | where isnotempty(ProcessCommandLine) | where ProcessCommandLine matches regex auditRegex | extend RawCommand = ProcessCommandLine, SourceTable = "DeviceProcessEvents", User = AccountName, InitiatingUser = InitiatingProcessAccountName | project TimeGenerated, SourceTable, DeviceName, User, InitiatingUser, ProcessId, InitiatingProcessId, InitiatingProcessFileName, RawCommand, MatchedCommand = extract(auditRegex, 0, RawCommand); let devFile = DeviceFileEvents | where isnotempty(InitiatingProcessCommandLine) | where InitiatingProcessCommandLine matches regex auditRegex | extend RawCommand = InitiatingProcessCommandLine, SourceTable = "DeviceFileEvents", User = InitiatingProcessAccountName, InitiatingUser = InitiatingProcessAccountName | project TimeGenerated, SourceTable, DeviceName, User, InitiatingUser, ProcessId = InitiatingProcessId, InitiatingProcessId, InitiatingProcessFileName, RawCommand, MatchedCommand = extract(auditRegex, 0, RawCommand); let devEvt = DeviceEvents | extend AF = tostring(AdditionalFields) | where (isnotempty(AF) and AF matches regex auditRegex) or (isnotempty(InitiatingProcessCommandLine) and InitiatingProcessCommandLine matches regex auditRegex) or (isnotempty(FileName) and FileName contains "audit") | extend RawCommand = coalesce(InitiatingProcessCommandLine, AF, FileName), SourceTable = "DeviceEvents", User = AccountName, InitiatingUser = InitiatingProcessAccountName | project TimeGenerated, SourceTable, DeviceName, User, InitiatingUser, ProcessId = InitiatingProcessId, InitiatingProcessId, InitiatingProcessFileName = FileName, RawCommand, MatchedCommand = extract(auditRegex, 0, RawCommand); union devProc, devFile, devEvt | order by TimeGenerated desc | take 500
Correct
3
70.84s
0.0187
gpt-5-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0196
gpt-5-mini-medium
auditctl -e 0
let patterns = dynamic([ "auditctl -e 0", "auditctl -e=0", "auditctl -e 1", "echo 0 > /proc/sys/kernel/audit_enabled", "echo 0 >/proc/sys/kernel/audit_enabled", "/sbin/service auditd stop", "service auditd stop", "systemctl stop auditd", "systemctl disable auditd", "systemctl mask auditd", "pkill -f auditd", "killall auditd", "kill -9 auditd", "rm /etc/audit/audit.rules", "mv /etc/audit/audit.rules", "chmod 000 /etc/audit/", "> /etc/audit/audit.rules", "/etc/init.d/auditd stop", "auditd --stop", "auditd --no-daemon", "/bin/echo 0 > /proc/sys/kernel/audit_enabled", "sysctl -w kernel.audit=0", "sysctl -w audit=0", "truncate -s 0 /etc/audit/audit.rules", "echo 0 > /proc/sys/kernel/auditd/enabled", "sed -i '/-w.*audit.*/d' /etc/audit/audit.rules", "auditctl -e 1" ]); // Search across process, file and general device events union isfuzzy=true ( DeviceProcessEvents | project TimeGenerated, DeviceName, DeviceId, AccountName, AccountUpn, AccountDomain, searchField = coalesce(ProcessCommandLine, InitiatingProcessCommandLine, FileName, ""), FileName, ActionType, SourceTable = "DeviceProcessEvents", _ResourceId ), ( DeviceFileEvents | project TimeGenerated, DeviceName, DeviceId, AccountName = InitiatingProcessAccountName, AccountUpn = InitiatingProcessAccountUpn, AccountDomain = InitiatingProcessAccountDomain, searchField = coalesce(InitiatingProcessCommandLine, FileName, tostring(AdditionalFields), ""), FileName, ActionType, SourceTable = "DeviceFileEvents", _ResourceId ), ( DeviceEvents | project TimeGenerated, DeviceName, DeviceId, AccountName = InitiatingProcessAccountName, AccountUpn = InitiatingProcessAccountUpn, AccountDomain = InitiatingProcessAccountDomain, searchField = coalesce(ProcessCommandLine, InitiatingProcessCommandLine, tostring(AdditionalFields), FileName, ""), FileName, ActionType, SourceTable = "DeviceEvents", _ResourceId ), ( DeviceImageLoadEvents | project TimeGenerated, DeviceName, DeviceId, AccountName = InitiatingProcessAccountName, AccountUpn = InitiatingProcessAccountUpn, AccountDomain = InitiatingProcessAccountDomain, searchField = coalesce(InitiatingProcessCommandLine, FileName, ""), FileName, ActionType, SourceTable = "DeviceImageLoadEvents", _ResourceId ) | extend searchLower = tolower(tostring(searchField)) | where isnotempty(searchLower) and searchLower has_any (patterns) | summarize arg_max(TimeGenerated, *) by DeviceId, _ResourceId, searchLower | project TimeGenerated, DeviceName, DeviceId, AccountName, AccountUpn, AccountDomain, MatchedCommand = searchField, FileName, ActionType, SourceTable | order by TimeGenerated desc | take 500
Correct
4
76.52s
0.0187
gpt-5-nano-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0068
gpt-5-nano-medium
auditctl -e 0
let linuxAuditStopCmds = dynamic([ "systemctl stop auditd", "systemctl stop auditd.service", "service auditd stop", "auditctl -e 0", "auditctl -e disabled", "auditctl --disable", "killall auditd", "pkill -f auditd", "/sbin/auditctl -e 0", "/usr/sbin/auditctl -e 0" ]); let StartTime = now() - 1d; let EndTime = now(); // Look in process execution events for Linux audit-disable commands let PEvents = ( DeviceProcessEvents | where TimeGenerated between (StartTime .. EndTime) | where InitiatingProcessCommandLine has_any (linuxAuditStopCmds) or ProcessCommandLine has_any (linuxAuditStopCmds) | project TimeGenerated, DeviceName, DeviceId, InitiatingProcessCommandLine, InitiatingProcessFileName, InitiatingProcessId, ProcessCommandLine, ProcessId, AccountName, AccountDomain ); // Also check generic events where such commands may be logged (syslog-like entries) let SyslogLike = ( DeviceEvents | where TimeGenerated between (StartTime .. EndTime) | where InitiatingProcessCommandLine has_any (linuxAuditStopCmds) or ProcessCommandLine has_any (linuxAuditStopCmds) | project TimeGenerated, DeviceName, DeviceId, InitiatingProcessCommandLine, InitiatingProcessFileName, ProcessCommandLine, FileName, AccountName, AccountDomain ); PEvents | union SyslogLike | sort by TimeGenerated desc | limit 100
Correct
1
56.26s
0.0025
grok-3-beta
No answer provided
No query generated
Incorrect
5
0.00s
0.1120
grok-3-mini-beta
auditctl -e 0
let linuxDevices = DeviceInfo | where OSPlatform == 'Linux' | distinct DeviceId; DeviceProcessEvents | where DeviceId in (linuxDevices) | where ProcessCommandLine contains 'auditctl' and ProcessCommandLine contains '-e 0' | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine | order by TimeGenerated desc
Correct
1
18.21s
0.0016
o1-high
auditctl
DeviceProcessEvents | where ActionType == "ProcessCreated" | join kind=inner ( DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId ) on DeviceId | extend normCmdLine = tolower(ProcessCommandLine) | where normCmdLine has_any ("auditctl", "systemctl", "service") and normCmdLine has_any ("-e 0", "stop", "disable") | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, FolderPath, FileName | order by TimeGenerated desc | limit 100
Correct
2
64.40s
0.5270
o1-low
auditctl
let LinuxDevices = DeviceInfo | where OSPlatform == "Linux" | project DeviceId; union DeviceProcessEvents, DeviceEvents | where DeviceId in (LinuxDevices) | where tostring(ProcessCommandLine) != "" // ensure we have commands | where tolower(ProcessCommandLine) has_any ("auditctl -e 0", "systemctl stop auditd", "service auditd stop", "systemctl disable auditd", "chkconfig auditd off", "systemctl mask auditd") // Add additional keywords if necessary | project TimeGenerated, DeviceName, ActionType, AccountName, ProcessCommandLine, InitiatingProcessCommandLine, AdditionalFields | order by TimeGenerated desc
Correct
1
48.33s
0.3412
o3-high
auditctl -e 0
// 1) Identify Linux endpoints in the tenant let linux_devices = DeviceInfo | where OSPlatform == "Linux" | project DeviceId, DeviceName; // 2) Look for commands that are known to turn-off/disable the Linux audit framework let suspect_processes = DeviceProcessEvents | where DeviceId in (linux_devices) // Focus on the most common utilities that can disable the audit service | where FileName in~ ("auditctl","service","systemctl","chkconfig") | extend cmd = tolower(ProcessCommandLine) | where // --- Run-time audit disable ---------------------------------- (FileName =~ "auditctl" and cmd matches regex @"\s-e\s*0") // auditctl -e 0 or // --- Stopping the auditd service -------------------------------- (FileName in~ ("service","systemctl") and cmd has "auditd" and cmd has_any ("stop","disable","mask")) or // --- Disabling auditd from chkconfig ---------------------------- (FileName =~ "chkconfig" and cmd has "auditd" and cmd has_any ("off","disable")); // 3) (Optional) Look for corroborating syslog messages that show auditd stopping let syslog_indicators = DeviceEvents | where DeviceId in (linux_devices) | where ActionType =~ "Syslog" | extend syslog_msg = tostring(parse_json(AdditionalFields).message) | where syslog_msg has_cs "auditd" and syslog_msg has_any ("stopping","exiting","disabled") | project TimeGenerated, DeviceName, Evidence = syslog_msg; // 4) Combine and present suspect_processes | project TimeGenerated, DeviceName, ActingProcess = FileName, ExecutedCommand = ProcessCommandLine, AccountName, AccountDomain, InitiatingProcessCommandLine, ProcessId, Evidence = "Process execution" | union syslog_indicators | sort by TimeGenerated desc
Correct
1
36.58s
0.0254
o3-mini-high
auditctl
union withsource=SourceTable DeviceProcessEvents, DeviceEvents | where ( // Check command line fields from process execution events ((ProcessCommandLine has "auditctl" or ProcessCommandLine has "auditd" or ProcessCommandLine has "systemctl") and (ProcessCommandLine has "stop" or ProcessCommandLine has "disable" or ProcessCommandLine has "-e 0")) // Also check the initiating process command line or ((InitiatingProcessCommandLine has "auditctl" or InitiatingProcessCommandLine has "auditd" or InitiatingProcessCommandLine has "systemctl") and (InitiatingProcessCommandLine has "stop" or InitiatingProcessCommandLine has "disable" or InitiatingProcessCommandLine has "-e 0")) ) | project TimeGenerated, DeviceName, SourceTable, ProcessCommandLine, InitiatingProcessCommandLine, FileName, FolderPath, ProcessId, InitiatingProcessId | order by TimeGenerated desc
Correct
3
39.89s
0.0518
o3-mini-low
auditctl
union DeviceProcessEvents, DeviceEvents | where ( (isnotempty(InitiatingProcessCommandLine) and tolower(InitiatingProcessCommandLine) has "auditctl") or (isnotempty(InitiatingProcessCommandLine) and tolower(InitiatingProcessCommandLine) has "auditd") or (isnotempty(ProcessCommandLine) and tolower(ProcessCommandLine) has "auditctl") or (isnotempty(ProcessCommandLine) and tolower(ProcessCommandLine) has "auditd") or (tostring(AdditionalFields) has "auditctl") or (tostring(AdditionalFields) has "auditd") ) | project TimeGenerated, DeviceName, DeviceId, InitiatingProcessFileName, InitiatingProcessCommandLine, ProcessCommandLine, AdditionalFields, Type | sort by TimeGenerated desc
Correct
1
26.01s
0.0509
o4-mini-high
auditctl -e 0
let linuxDevices = DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId; DeviceProcessEvents | where TimeGenerated between (startofday(ago(7d))..now()) // adjust time range as needed | where DeviceId in (linuxDevices) | where (FileName == "auditctl" and ProcessCommandLine has "-e 0") or (FileName == "systemctl" and ProcessCommandLine has "auditd" and (ProcessCommandLine has "stop" or ProcessCommandLine has "disable")) or ProcessCommandLine has "service auditd stop" or ProcessCommandLine has "auditoff" or ProcessCommandLine has "chkconfig auditd off" | project TimeGenerated, DeviceName, InitiatingProcessAccountName, FileName, ProcessCommandLine | sort by TimeGenerated desc
Correct
1
37.10s
0.0100
o4-mini-low
auditctl -e 0
let DisabledByProcess = DeviceProcessEvents | where ( ProcessCommandLine has "auditctl" and (ProcessCommandLine has "-e 0" or ProcessCommandLine has "--disable") or ProcessCommandLine has "systemctl stop auditd" or ProcessCommandLine has "systemctl disable auditd" or ProcessCommandLine has "service auditd stop" ) | project TimeGenerated, Source = "ProcessEvent", HostName = DeviceName, Account = InitiatingProcessAccountName, Command = ProcessCommandLine; let DisabledBySyslog = Syslog | where ( ProcessName == "auditd" and (SyslogMessage has "stopped" or SyslogMessage has "disabled") or SyslogMessage has "audit subsystem disabled" ) | project TimeGenerated, Source = "Syslog", HostName = Computer, Account = "", Command = SyslogMessage; union isfuzzy=true DisabledByProcess, DisabledBySyslog | sort by TimeGenerated desc
Correct
2
121.54s
0.0209