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