Question Analysis

Review Linux process execution logs to find where the system journal service was stopped. Which utility was invoked to disable journal logging?

c3a377f9-1203-4454-aa35-9d391d34768f
Question ID
17/23
Models Correct
1
Valid Answer
74%
Success Rate
Reference Answer

Human-validated correct answer for this question

systemctl
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
systemctl
DeviceProcessEvents | where ActionType == "ProcessCreated" | where ProcessCommandLine has "systemctl" and (ProcessCommandLine has "stop" or ProcessCommandLine has "disable") and (ProcessCommandLine has "journal" or ProcessCommandLine has "systemd-journald") | project Timestamp, DeviceName, ProcessCommandLine, InitiatingProcessCommandLine, AccountName
Correct
1
10.91s
0.0031
gpt-35-turbo
systemctl
DeviceProcessEvents | where ProcessCommandLine contains 'systemctl stop systemd-journald' | project TimeGenerated, DeviceName, FileName, InitiatingProcessFileName, InitiatingProcessCommandLine
Correct
1
2.17s
0.0025
gpt-4-turbo-2024-04-09
systemctl
DeviceProcessEvents | where FileName has 'systemctl' or FileName has 'service' | where ProcessCommandLine contains 'stop' and (ProcessCommandLine contains 'journald' or ProcessCommandLine contains 'systemd-journald') | project TimeGenerated, DeviceName, InitiatingProcessFileName, ProcessCommandLine, FileName
Correct
1
10.32s
0.0521
gpt-4.1
systemctl
DeviceProcessEvents | where ProcessCommandLine has_any ("systemctl", "service", "systemd-journald", "journalctl") and ProcessCommandLine contains "stop" | where ProcessCommandLine has "systemd-journald" or ProcessCommandLine has "journal" | project TimeGenerated, DeviceName, AccountName, InitiatingProcessAccountName, FileName, ProcessCommandLine | order by TimeGenerated desc
Correct
1
12.78s
0.0122
gpt-4.1-finetuned
No answer provided
No query generated
Incorrect
5
0.00s
0.0837
gpt-4.1-mini
systemctl
DeviceProcessEvents | where ProcessCommandLine contains "systemctl stop systemd-journald" or ProcessCommandLine contains "systemctl disable systemd-journald" or ProcessCommandLine contains "systemctl stop journald" or ProcessCommandLine contains "systemctl disable journald" or FileName has "systemctl" | project TimeGenerated, DeviceName, InitiatingProcessFileName, InitiatingProcessCommandLine, ProcessCommandLine | summarize by InitiatingProcessFileName, InitiatingProcessCommandLine | order by InitiatingProcessFileName asc
Correct
1
4.56s
0.0031
gpt-4.1-nano
No answer provided
No query generated
Incorrect
5
0.00s
0.0015
gpt-4o
No answer provided
No query generated
Incorrect
5
0.00s
0.0532
gpt-5-high
systemctl
let linuxDevices = DeviceInfo | where OSPlatform =~ "Linux" | project DeviceId, DeviceName; let candidate = DeviceProcessEvents | where ActionType == "ProcessCreated" | join kind=inner (linuxDevices) on DeviceId | extend cmd = tostring(ProcessCommandLine) | extend lc = tolower(cmd) // Focus on commands referencing journald or its config | where lc has_any ("systemd-journald", "journald", "journald.conf") // Classify the action taken | extend ActionDetected = case( lc matches regex @"\b(systemctl|service)\s+stop\b.*\bjournald\b", "stop", lc matches regex @"\b(systemctl|service)\s+(disable|mask)\b.*\bjournald\b", "disable_or_mask", lc matches regex @"\b(pkill|killall)\b.*\bjournald\b|\bkill\b.*\b(systemd-journald|`pidof systemd-journald`)\b", "kill", lc matches regex @"\b(sed|echo|tee|crudini)\b.*\b/etc/systemd/journald\.conf\b.*\bstorage\s*=\s*none\b", "conf_change_storage_none", "other") | where ActionDetected in ("stop", "disable_or_mask", "kill", "conf_change_storage_none") // Extract the utility used, even if wrapped by sudo/sh | extend InvokedUtility = coalesce( extract(@"(?i)\b(systemctl|service|chkconfig|update-rc\.d|rc-update|sv|pkill|killall|kill|sed|echo|tee|crudini)\b", 1, cmd), FileName) | project TimeGenerated, DeviceName, AccountName, InitiatingProcessAccountName, InvokedUtility, ActionDetected, FileName, ProcessCommandLine; // Summarize where the service was stopped and which utility disabled logging candidate | summarize StopEvents = countif(ActionDetected == "stop"), DisabledEvents = countif(ActionDetected in ("disable_or_mask", "conf_change_storage_none")), FirstSeen=min(TimeGenerated), LastSeen=max(TimeGenerated), SampleCommands = make_set(ProcessCommandLine, 3) by DeviceName, InvokedUtility | where StopEvents > 0 or DisabledEvents > 0 | order by LastSeen desc
Correct
2
203.83s
0.1088
gpt-5-mini-high
systemctl
DeviceProcessEvents | where ProcessCommandLine has_any ("systemctl", "service", "kill", "pkill", "sv", "rc-service", "journalctl") or FileName has_any ("systemctl", "service", "kill", "pkill", "sv", "rc-service", "journalctl") | where ProcessCommandLine has_any ("journal", "journald", "systemd-journald", "systemd-journal") or FileName has_any ("journalctl", "systemctl", "service") | extend Utility = iff(FileName contains "systemctl", "systemctl", iff(FileName contains "service", "service", iff(FileName contains "journalctl", "journalctl", iff(FileName contains "pkill" or ProcessCommandLine has "pkill", "pkill", iff(FileName contains "kill" or ProcessCommandLine has "kill", "kill", iff(FileName contains "sv", "sv", iff(FileName contains "rc-service", "rc-service", FileName))))))) | extend Matches = strcat("Cmd:", ProcessCommandLine) | where ProcessCommandLine has_any ("stop", "disable", "mask", "--set-log-level", "--rotate", "--vacuum", "--unit", "--no-block") or ProcessCommandLine has "-9" or ProcessCommandLine has "SIG" | project TimeGenerated, DeviceName, AccountName, AccountDomain, FileName, ProcessId, InitiatingProcessFileName, InitiatingProcessCommandLine, ProcessCommandLine, Utility, Matches, ReportId | order by TimeGenerated desc | take 200
Correct
1
12.69s
0.0039
gpt-5-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0221
gpt-5-mini-medium
systemctl
(DeviceProcessEvents | where Timestamp between (startofday(now()) - 30d .. now()) | where isnotempty(ProcessCommandLine) or isnotempty(FileName) | where (ProcessCommandLine has_cs "systemctl" and (ProcessCommandLine has "stop" or ProcessCommandLine has "disable" or ProcessCommandLine has "mask" or ProcessCommandLine has "kill")) or (ProcessCommandLine has_cs "service" and (ProcessCommandLine has "stop" or ProcessCommandLine has "disable")) or (ProcessCommandLine has_cs "journalctl" and (ProcessCommandLine has "--vacuum" or ProcessCommandLine has "--rotate" or ProcessCommandLine has "--disk-usage")) or (ProcessCommandLine has_cs "rm -f /var/log/journal" ) or (ProcessCommandLine has_cs "sed -i" and ProcessCommandLine has "journald.conf") or (ProcessCommandLine has_cs "tee /etc/systemd/journald.conf" ) | extend ActionTime = Timestamp, Utility = case( ProcessCommandLine has_cs "systemctl", "systemctl", ProcessCommandLine has_cs "service", "service", ProcessCommandLine has_cs "journalctl", "journalctl", ProcessCommandLine has_cs "sed", "sed", ProcessCommandLine has_cs "tee", "tee", ProcessCommandLine has_cs "rm -f /var/log/journal", "rm", "other") | project ActionTime, DeviceName, AccountName, AccountDomain, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessId, InitiatingProcessAccountName, Utility, TimeGenerated, Timestamp ) | union ( DeviceEvents | where Timestamp between (startofday(now()) - 30d .. now()) | where isnotempty(ProcessCommandLine) or isnotempty(FileName) | where (ProcessCommandLine has_cs "systemctl" and (ProcessCommandLine has "stop" or ProcessCommandLine has "disable" or ProcessCommandLine has "mask" or ProcessCommandLine has "kill")) or (ProcessCommandLine has_cs "service" and (ProcessCommandLine has "stop" or ProcessCommandLine has "disable")) or (ProcessCommandLine has_cs "journalctl" and (ProcessCommandLine has "--vacuum" or ProcessCommandLine has "--rotate" or ProcessCommandLine has "--disk-usage")) or (ProcessCommandLine has_cs "rm -f /var/log/journal" ) or (ProcessCommandLine has_cs "sed -i" and ProcessCommandLine has "journald.conf") or (ProcessCommandLine has_cs "tee /etc/systemd/journald.conf" ) | extend ActionTime = Timestamp, Utility = case( ProcessCommandLine has_cs "systemctl", "systemctl", ProcessCommandLine has_cs "service", "service", ProcessCommandLine has_cs "journalctl", "journalctl", ProcessCommandLine has_cs "sed", "sed", ProcessCommandLine has_cs "tee", "tee", ProcessCommandLine has_cs "rm -f /var/log/journal", "rm", "other") | project ActionTime, DeviceName, AccountName, AccountDomain, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessId, InitiatingProcessAccountName, Utility, TimeGenerated, Timestamp ) | sort by ActionTime desc | take 200
Correct
1
16.71s
0.0086
gpt-5-nano-high
systemctl
DeviceProcessEvents | where ( (InitiatingProcessCommandLine contains "systemctl" or InitiatingProcessCommandLine contains "service") and (InitiatingProcessCommandLine contains "journald" or InitiatingProcessCommandLine contains "systemd-journald") ) or ( (ProcessCommandLine contains "systemctl" or ProcessCommandLine contains "service") and (ProcessCommandLine contains "journald" or ProcessCommandLine contains "systemd-journald") ) | where (InitiatingProcessCommandLine contains "stop" or InitiatingProcessCommandLine contains "disable" or ProcessCommandLine contains "stop" or ProcessCommandLine contains "disable") | project TimeGenerated, DeviceName, InitiatingProcessFileName, InitiatingProcessCommandLine, ProcessCommandLine, InitiatingProcessId, InitiatingProcessAccountName, InitiatingProcessAccountDomain, InitiatingProcessFolderPath | take 100
Correct
2
44.52s
0.0031
gpt-5-nano-medium
systemctl
DeviceProcessEvents | where InitiatingProcessCommandLine has_any ("systemctl","service","systemd") | where InitiatingProcessCommandLine has_any ("journald","systemd-journald") | where InitiatingProcessCommandLine has_any ("stop","disable","mask") | project TimeGenerated, DeviceName, DeviceId, InitiatingProcessAccountName, InitiatingProcessAccountDomain, InitiatingProcessFileName, InitiatingProcessCommandLine, ProcessCommandLine, InitiatingProcessFolderPath, InitiatingProcessId, InitiatingProcessCreationTime, _ResourceId
Correct
1
37.57s
0.0019
grok-3-beta
systemctl
DeviceProcessEvents | where ProcessCommandLine contains 'systemd-journald' and (ProcessCommandLine contains 'stop' or ProcessCommandLine contains 'disable') | project TimeGenerated, DeviceName, InitiatingProcessFileName, ProcessCommandLine, AccountName | order by TimeGenerated desc
Correct
1
8.95s
0.0204
grok-3-mini-beta
systemctl
DeviceProcessEvents | where FileName == 'systemctl' and ProcessCommandLine contains 'stop' and ProcessCommandLine contains 'systemd-journald' | project TimeGenerated, DeviceName, ProcessCommandLine, FileName | order by TimeGenerated desc
Correct
1
10.71s
0.0015
o1-high
systemctl
DeviceProcessEvents | join kind=inner ( DeviceInfo | where OSPlatform == "Linux" | project DeviceId ) on DeviceId | where ActionType == "ProcessCreated" | where ProcessCommandLine has_any ("journald", "journalctl") | where ProcessCommandLine has_any ("disable", "stop") | project TimeGenerated, DeviceId, DeviceName, FolderPath, FileName, ProcessCommandLine, InitiatingProcessCommandLine | order by TimeGenerated desc
Correct
1
33.75s
0.2845
o1-low
No answer provided
No query generated
Incorrect
5
0.00s
0.7727
o3-high
systemctl
// --- Find the utility that stopped/disabled systemd-journald --- let stopVerbs = dynamic(["stop", "disable", "mask"]); DeviceProcessEvents | where ActionType in ("ProcessExec", "ProcessCreated") // Linux process executions | where ProcessCommandLine has "journald" // target is the journal daemon | where ProcessCommandLine has_any (stopVerbs) // command includes a stop/disable verb // Extract the executable/utility – first token before a space | extend Utility = tolower(trim(" ", tostring(split(ProcessCommandLine, " ")[0]))) | summarize EventCount = count(), sampleCommands = make_set(ProcessCommandLine, 3) by Utility | order by EventCount desc
Correct
3
82.26s
0.0558
o3-mini-high
systemctl
DeviceProcessEvents | where ProcessCommandLine contains "stop" and ProcessCommandLine contains "journal" | where ProcessCommandLine contains "systemctl" or ProcessCommandLine contains "service" | project TimeGenerated, DeviceName, FileName, ProcessCommandLine, ProcessId, InitiatingProcessAccountName | order by TimeGenerated desc
Correct
2
22.03s
0.0209
o3-mini-low
systemctl
DeviceProcessEvents | where ProcessCommandLine has "systemctl" and ProcessCommandLine has "stop" and ProcessCommandLine has "journald" | project TimeGenerated, DeviceName, FileName, ProcessCommandLine, InitiatingProcessCommandLine | order by TimeGenerated desc
Correct
1
10.51s
0.0088
o4-mini-high
systemctl
// Find instances where the system journal (journald) was stopped or disabled on Linux hosts // Time filtering is controlled by the query time picker (start/end) let linuxDevices = DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId; DeviceProcessEvents | where TimeGenerated between (startofday(ago(30d)) .. now()) // replace or remove if using time picker | where DeviceId in (linuxDevices) | where ActionType == "ProcessCreated" // Look for systemctl stop/disable commands targeting systemd-journald | where ProcessCommandLine matches regex @"systemctl\s+(stop|disable)\s+systemd-journald(\.service)?" | project TimeGenerated, DeviceName, User = InitiatingProcessAccountName, CommandLine = ProcessCommandLine
Correct
1
19.64s
0.0141
o4-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0506