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
12/16
Models Correct
1
Valid Answer
75%
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
Model | Answer | KQL Query | Status | Attempts | Time | Cost |
---|---|---|---|---|---|---|
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 |
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-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 |