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
| Model | Answer | KQL Query | Status | Attempts | Time | Cost |
|---|---|---|---|---|---|---|
| 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 |