Question Analysis
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?
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 |