A Linux system’s audit framework appears to have been reset unexpectedly. Search your process execution records to identify which exact invocation removed all auditd rules. What full command was executed?

KQL answer reference and model-by-model benchmark comparison

33a29ab1-cabb-407f-9448-269041bf2856
Question ID
16/23
Models Correct
1
Valid Answer
70%
Success Rate
Reference Answer

Human-validated correct answer for this question

auditctl -D
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
auditctl -D
DeviceProcessEvents | where ProcessCommandLine contains "auditctl -D" | project TimeGenerated, DeviceName, ProcessCommandLine | order by TimeGenerated desc
Correct
1
9.95s
0.0041
gpt-35-turbo
auditctl -e 1
DeviceProcessEvents | where ProcessCommandLine contains 'auditctl' | project ProcessCommandLine, ProcessCreationTime, DeviceName
Incorrect
4
6.98s
0.0094
gpt-4-turbo-2024-04-09
sh -c "auditctl -D"
DeviceProcessEvents | where ProcessCommandLine has 'auditctl -D' | project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine | distinct ProcessCommandLine
Correct
1
8.90s
0.0502
gpt-4.1
auditctl -D
DeviceProcessEvents | where (tolower(ProcessCommandLine) contains "auditctl" and ProcessCommandLine contains "-D") or (tolower(ProcessCommandLine) contains "augenrules" and ProcessCommandLine contains "--remove") | project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine | order by TimeGenerated desc
Correct
1
5.54s
0.0118
gpt-4.1-finetuned
sh -c "auditctl -D"
// Remove redundant wildcards for efficiency. let auditRemovalCommands = dynamic(['-d erase', '-d= erase', '--delete-all', 'delete', '-D']); DeviceProcessEvents | where ProcessCommandLine contains "auditctl" | where ProcessCommandLine has_any(auditRemovalCommands) | project-reorder AccountName, DeviceName, ProcessCommandLine | limit 100 | extend hostname = tostring(split(DeviceName, ".")[0]) | extend local_account = tostring(split(AccountName, "@")[0]) | extend domain = tostring(split(AccountName, "@")[1])
Correct
4
40.60s
0.0408
gpt-4.1-mini
auditctl -D
DeviceProcessEvents | where ProcessCommandLine has_any ("auditctl -D", "auditctl --remove-all-rules", "auditctl --delete-all-rules", "auditctl -d") | project TimeGenerated, DeviceName, InitiatingProcessAccountName, InitiatingProcessId, ProcessCommandLine, ProcessId | order by TimeGenerated desc
Correct
1
3.80s
0.0023
gpt-4.1-nano
No answer provided
No query generated
Incorrect
5
0.00s
0.0014
gpt-4o
auditctl -D
DeviceProcessEvents | where ProcessCommandLine has_any ("auditctl -D", "auditctl")
Correct
1
3.68s
0.0791
gpt-5-high
auditctl -D
let linuxDevices = DeviceInfo | where OSPlatform =~ "Linux" | summarize arg_max(TimeGenerated, *) by DeviceId | project DeviceId; DeviceProcessEvents | where ActionType == "ProcessCreated" | where DeviceId in (linuxDevices) | where FileName =~ "auditctl" or ProcessCommandLine has "auditctl" | where ProcessCommandLine contains_cs " -D" or ProcessCommandLine contains "--delete_rules" | project TimeGenerated, DeviceName, AccountName, InitiatingProcessAccountName, FileName, FullCommand=ProcessCommandLine, ParentProcess=InitiatingProcessParentFileName, ParentCommand=InitiatingProcessCommandLine, InitiatingProcessId, ReportId | order by TimeGenerated asc
Correct
1
77.21s
0.0445
gpt-5-mini-high
/bin/sh /usr/sbin/service auditd restart
union isfuzzy=true DeviceProcessEvents, DeviceEvents, DeviceFileEvents | extend FullCommand = coalesce(ProcessCommandLine, InitiatingProcessCommandLine) // Keep records that either have a commandline or touch audit-related paths/files | where isnotempty(FullCommand) or (tolower(FileName) contains "audit" or tostring(FolderPath) contains "/etc/audit") // Look for common ways rules might be removed/reset | where ( FullCommand matches regex "(?i)\\bauditctl\\b.*\\b(-D|--delete-all)\\b" or FullCommand matches regex "(?i)\\baugenrules\\b.*\\b(--load|--replace)\\b" or FullCommand matches regex "(?i)\\b(systemctl|service)\\b.*\\bauditd\\b.*\\b(restart|reload|stop|start)\\b" or FullCommand matches regex "(?i)\\brm\\b.*(/etc/audit|/etc/audit/rules.d|/etc/audit/audit.rules)" or FullCommand matches regex "(?i)\\btruncate\\b.*(/etc/audit|/etc/audit/audit.rules|/etc/audit/rules.d)" or FullCommand matches regex "(?i)\\b(cp|mv)\\b.*(/dev/null|/etc/audit|/etc/audit/audit.rules|/etc/audit/rules.d)" or FullCommand matches regex "(?i)\\b(cat|echo)\\b.*(/dev/null|/etc/audit|audit.rules|rules.d)" or (tolower(FileName) contains "audit.rules") or (tolower(tostring(FolderPath)) contains "/etc/audit") ) // Provide useful context to verify the exact invocation | project TimeGenerated, DeviceName, AccountName, InitiatingProcessAccountName, FileName, FolderPath, ProcessId, ProcessCreationTime, FullCommand, ActionType, ReportId | sort by TimeGenerated desc // Deduplicate similar results, returning the most recent instance for each FullCommand + device | summarize LatestTime = max(TimeGenerated) by FullCommand, DeviceName, AccountName, InitiatingProcessAccountName, FileName, FolderPath, ProcessId, ProcessCreationTime, ActionType, ReportId | sort by LatestTime desc | take 100
Incorrect
2
53.19s
0.0151
gpt-5-mini-low
auditctl -D
// Find exact auditctl delete-all and broader audit-rule clearing activity let sources = union DeviceProcessEvents, DeviceEvents; sources | extend cmd = coalesce(ProcessCommandLine, InitiatingProcessCommandLine) | where isnotempty(cmd) | extend cmd_l = tolower(cmd) // exact auditctl -D or --delete-all (match -D or --delete-all) | extend is_exact_delete = cmd_l has "auditctl" and (cmd_l has "-d" or cmd_l has "--delete-all") // broader heuristics: manipulations of audit rules files or restarting/stopping auditd | extend is_heuristic = ( cmd_l has "auditctl" or cmd_l has "augenrules" or cmd_l has "audit.rules" or cmd_l has "/etc/audit" or (cmd_l has "truncate" and cmd_l has "audit") or (cmd_l has "rm" and cmd_l has "/etc/audit") or (cmd_l has "tee" and cmd_l has "/etc/audit") or (cmd_l has "cp" and cmd_l has "audit.rules") or (cmd_l has "mv" and cmd_l has "audit.rules") or (cmd_l has "> /etc/audit" ) or (cmd_l has ">/etc/audit" ) or (cmd_l matches regex "\\b(systemctl|service)\\b.*\\bauditd\\b") ) | where is_exact_delete or is_heuristic | project TimeGenerated, DeviceName, Account = coalesce(AccountName, InitiatingProcessAccountName, InitiatingProcessAccountName), InitiatingProcessFileName, ProcessId, ParentProcessId = coalesce(InitiatingProcessParentId, InitiatingProcessParentId), Command = cmd, CommandLower = cmd_l, is_exact_delete, is_heuristic, ReportId, _ResourceId | sort by TimeGenerated desc | take 500
Correct
2
71.80s
0.0138
gpt-5-mini-medium
/sbin/auditctl -R /etc/audit/audit.rules
let candidates = union isfuzzy=true DeviceProcessEvents, DeviceEvents, DeviceFileEvents | extend CommandLine = tostring(coalesce(ProcessCommandLine, InitiatingProcessCommandLine, ProcessCommandLine)) | where isnotempty(CommandLine) | where CommandLine matches regex @"(?i)(\bauditctl\b.*\b(-D|--delete-all)\b)|(\b(systemctl|service)\b\s+(stop|disable|restart)\s+auditd\b)|(\brm\b.*\b(/etc/audit(?:/|\b)|/etc/audit/audit.rules|/etc/audit/rules.d))|(\btruncate\b.*\b/etc/audit(?:/|\b)|/etc/audit/audit.rules)|((>|:\>)\s*/etc/audit/audit.rules\b)|(\becho\b.*(>\s*/etc/audit/audit.rules|>\s*/etc/audit/rules.d))|(\bcp\b\s+/dev/null\s+/etc/audit/audit.rules)" | extend EventTime = coalesce(TimeGenerated, Timestamp, ProcessCreationTime, InitiatingProcessCreationTime) | extend User = tostring(coalesce(InitiatingProcessAccountName, AccountName, RequestAccountName, InitiatingProcessAccountName)); // Detailed matching events (shows the full command executed) candidates | project EventTime, DeviceName, DeviceId, User, InitiatingProcessFileName, FileName, ProcessId, InitiatingProcessId, InitiatingProcessParentFileName, InitiatingProcessParentId, CommandLine, SourceSystem, ReportId | sort by EventTime desc | limit 200 // Summary of unique full commands that matched ; candidates | summarize Events = count(), FirstSeen = min(EventTime), LastSeen = max(EventTime) by CommandLine, DeviceName, User | sort by LastSeen desc | limit 100
Incorrect
2
54.46s
0.0120
gpt-5-nano-high
sh -c "auditctl -D"
let TimeRangeStart = ago(1d); let TimeRangeEnd = now(); DeviceProcessEvents | where TimeGenerated between (TimeRangeStart .. TimeRangeEnd) | where (InitiatingProcessCommandLine contains "auditctl" or InitiatingProcessFileName contains "auditctl" or ProcessCommandLine contains "auditctl" or InitiatingProcessCommandLine contains "auditd" or InitiatingProcessFileName contains "auditd" or ProcessCommandLine contains "auditd") | extend CmdLine = strcat(coalesce(InitiatingProcessCommandLine, ''), ' ', coalesce(ProcessCommandLine, '')) | where CmdLine contains "-D" or CmdLine contains "-e 0" or CmdLine contains "auditctl -D" or CmdLine contains "auditctl -e 0" | project TimeGenerated, InitiatingProcessCreationTime, InitiatingProcessAccountDomain, InitiatingProcessAccountName, InitiatingProcessId, InitiatingProcessCommandLine, InitiatingProcessFileName, ProcessCommandLine, CmdLine, SourceSystem, TenantId, _ResourceId
Correct
1
41.88s
0.0027
gpt-5-nano-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0071
grok-3-beta
auditctl -D
DeviceProcessEvents | where ProcessCommandLine contains "auditctl" and ProcessCommandLine contains "-D" | project Timestamp, DeviceName, AccountName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine | order by Timestamp desc
Correct
1
9.53s
0.0222
grok-3-mini-beta
auditctl -D
DeviceProcessEvents | where ProcessCommandLine contains "auditctl" and ProcessCommandLine contains "-D" | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine | order by TimeGenerated desc
Correct
1
17.31s
0.0016
o1-high
sh -c "auditctl -D"
DeviceProcessEvents | where ProcessCommandLine contains "auditctl" | where ProcessCommandLine has_any("-D", "--delete-rules") | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine | order by TimeGenerated desc
Correct
1
60.74s
0.3899
o1-low
sh -c "auditctl -D"
DeviceProcessEvents | where ProcessCommandLine has "auditctl" | where ProcessCommandLine has_any ("-D", "--delete-rules") | order by TimeGenerated desc | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine
Correct
1
46.34s
0.3191
o3-high
auditctl -D
// Find Linux processes that wiped auditd rules (e.g. "auditctl -D") let linux_devices = DeviceInfo | where OSPlatform =~ "Linux" | project DeviceId, DeviceName; DeviceProcessEvents | where ActionType == "ProcessCreated" | join kind=inner (linux_devices) on DeviceId | where FileName =~ "auditctl" // look for any of the arguments that delete or flush rules (-D, --delete, --flush) | where ProcessCommandLine has_any (" -D", " --delete", " --flush", " --init") | project TimeGenerated, DeviceName, AccountName, FolderPath, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine, SHA256, InitiatingProcessSHA256 | order by TimeGenerated desc
Correct
1
28.42s
0.0200
o3-mini-high
auditctl -D
DeviceProcessEvents | where ProcessCommandLine has "auditctl" and ProcessCommandLine has "-D" | project TimeGenerated, DeviceName, ProcessCommandLine | order by TimeGenerated desc
Correct
1
13.66s
0.0100
o3-mini-low
auditctl -D
DeviceProcessEvents | where InitiatingProcessCommandLine has 'auditctl' and InitiatingProcessCommandLine has '-D' | project TimeGenerated, DeviceName, InitiatingProcessCommandLine | order by TimeGenerated desc
Correct
1
17.36s
0.0148
o4-mini-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0331
o4-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0318