Question Analysis

Examine the logs from the Linux system for events related to the systemd timer activation. Identify any records indicating that a new timer unit was started and enabled, and determine which timer name was used.

f4983098-bb13-44fb-9b2c-46149961807b
Question ID
6/23
Models Correct
1
Valid Answer
26%
Success Rate
Reference Answer

Human-validated correct answer for this question

art-timer.timer
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
No answer provided
No query generated
Incorrect
5
0.00s
0.0322
gpt-35-turbo
No answer provided
No query generated
Incorrect
5
0.00s
0.0113
gpt-4-turbo-2024-04-09
No answer provided
No query generated
Incorrect
5
0.00s
0.2301
gpt-4.1
art-timer.timer
DeviceProcessEvents | where FileName in ("systemctl", "systemd") | where ProcessCommandLine has_any ("start", "enable") and ProcessCommandLine has ".timer" | extend TimerUnit = extract(@"([\w-]+\.timer)", 1, ProcessCommandLine) | where isnotempty(TimerUnit) | project TimeGenerated, DeviceName, AccountName, ActionType, ProcessCommandLine, TimerUnit | sort by TimeGenerated desc
Correct
2
9.05s
0.0218
gpt-4.1-finetuned
No answer provided
No query generated
Incorrect
5
0.00s
0.0483
gpt-4.1-mini
No answer provided
No query generated
Incorrect
5
0.00s
0.0068
gpt-4.1-nano
No answer provided
No query generated
Incorrect
5
0.00s
0.0013
gpt-4o
No answer provided
No query generated
Incorrect
5
0.00s
0.0472
gpt-5-high
art-timer.timer
// Identify systemd timer units that were both enabled and started on Linux devices // Time range is controlled by the caller let timer_name_rx = @"(?i)([A-Za-z0-9._@-]+\.timer)\b"; // Limit to Linux devices (join via DeviceInfo to avoid OSPlatform on event tables) let linux_devices = DeviceInfo | where OSPlatform == "Linux" | summarize arg_max(TimeGenerated, *) by DeviceId | project DeviceId; // Starts: `systemctl start <name>.timer` OR `systemctl enable --now <name>.timer` let starts = DeviceProcessEvents | where DeviceId in (linux_devices) | where FileName =~ "systemctl" or ProcessCommandLine has "systemctl" | where ProcessCommandLine has ".timer" | extend TimerName = tostring(extract(timer_name_rx, 1, ProcessCommandLine)) | where isnotempty(TimerName) | where ProcessCommandLine matches regex @"(?i)\b(start|enable\s+--now)\b" | project DeviceId, DeviceName, TimeGenerated, TimerName, StartEvidence = ProcessCommandLine, StartAccount = AccountName; // Enables via `systemctl enable <name>.timer` let enables_systemctl = DeviceProcessEvents | where DeviceId in (linux_devices) | where FileName =~ "systemctl" or ProcessCommandLine has "systemctl" | where ProcessCommandLine has ".timer" | extend TimerName = tostring(extract(timer_name_rx, 1, ProcessCommandLine)) | where isnotempty(TimerName) | where ProcessCommandLine matches regex @"(?i)\benable\b" | project DeviceId, DeviceName, TimeGenerated, TimerName, EnableEvidence = ProcessCommandLine, EnableAccount = AccountName; // Enables evidenced by symlink creation in timers.target.wants let enables_symlink = DeviceFileEvents | where DeviceId in (linux_devices) | where FolderPath has_any ("/etc/systemd/system/timers.target.wants/", "/usr/lib/systemd/system/timers.target.wants/", "/lib/systemd/system/timers.target.wants/", "/etc/systemd/user/timers.target.wants/") | where FileName endswith ".timer" | where ActionType in ("FileCreated", "FileRenamed") | project DeviceId, DeviceName, TimeGenerated, TimerName = FileName, EnableEvidence = strcat(FolderPath, FileName), EnableAccount = InitiatingProcessAccountName; let enables = union enables_systemctl, enables_symlink; // Summarize earliest enable and start per device+timer let enables_s = enables | summarize EnableTime = min(TimeGenerated), EnableEvidenceList = make_set(EnableEvidence, 5), EnableAccounts = make_set(EnableAccount, 5) by DeviceId, DeviceName, TimerName; let starts_s = starts | summarize StartTime = min(TimeGenerated), StartEvidenceList = make_set(StartEvidence, 5), StartAccounts = make_set(StartAccount, 5) by DeviceId, DeviceName, TimerName; // Correlate timers that were both enabled and started enables_s | join kind=inner starts_s on DeviceId, TimerName | project DeviceId, DeviceName = coalesce(DeviceName, DeviceName1), TimerName, EnableTime, StartTime, EnableAccounts, StartAccounts, EnableEvidenceList, StartEvidenceList | order by StartTime asc
Correct
2
166.14s
0.1070
gpt-5-mini-high
art-timer.timer
union isfuzzy=true ( DeviceEvents | where SourceSystem == "Linux" or DeviceName has "linux" or tostring(AdditionalFields) has "systemd" or ProcessCommandLine has "systemctl" or ProcessCommandLine has "systemd" ), ( DeviceProcessEvents | where SourceSystem == "Linux" or DeviceName has "linux" or tostring(AdditionalFields) has "systemd" or ProcessCommandLine has "systemctl" or ProcessCommandLine has "systemd" ) // build a searchable raw message from common fields and any embedded Message in AdditionalFields | extend raw = strcat( tostring(AdditionalFields), " ", extractjson("$.Message", tostring(AdditionalFields)), " ", ProcessCommandLine, " ", FileName, " ", ActionType ) // narrow to likely systemd timer related lines | where raw has_any ("timer", ".timer", "systemd", "started", "starting", "enabled", "created symlink", "loaded", "activated", "triggered") // try multiple extraction patterns for timer unit names | extend TimerName = coalesce( extract(@"([\w\-\.\@]+\.timer)", 1, raw), extract(@"Unit\s+([\w\-\.\@]+)\.timer", 1, raw), extract(@"Started\s+([\w\-\.\@]+)\.timer", 1, raw), extract(@"Created symlink.*?([^/\s]+\.timer)", 1, raw) ) | extend lraw = tolower(raw) | extend Action = case( lraw contains "enabled" or lraw contains "created symlink" or lraw contains "symlink", "Enabled/Linked", lraw contains "started" or lraw contains "starting", "Started", lraw contains "loaded", "Loaded", lraw contains "activated" or lraw contains "triggered", "Activated", "Other" ) | where isnotempty(TimerName) | project TimeGenerated, DeviceName, DeviceId, TimerName, Action, raw, SourceSystem, ReportId | sort by TimeGenerated desc | distinct TimeGenerated, DeviceName, DeviceId, TimerName, Action, raw, SourceSystem, ReportId | take 200
Correct
2
38.92s
0.0119
gpt-5-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0125
gpt-5-mini-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0128
gpt-5-nano-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0093
gpt-5-nano-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0075
grok-3-beta
No answer provided
No query generated
Incorrect
5
0.00s
0.0925
grok-3-mini-beta
art-timer.timer
DeviceProcessEvents | where ProcessCommandLine contains "systemctl" and (ProcessCommandLine contains "start" or ProcessCommandLine contains "enable") and ProcessCommandLine contains ".timer" | extend Action = extract(@"systemctl\s+(start|enable)\s+([^\s]+)", 1, ProcessCommandLine) | extend TimerName = extract(@"systemctl\s+(start|enable)\s+([^\s]+)", 2, ProcessCommandLine) | where Action in~ ("start", "enable") | summarize Actions = make_set(Action), LatestTime = max(TimeGenerated) by TimerName, DeviceName | where array_length(set_intersect(dynamic(["start", "enable"]), Actions)) == 2 | project DeviceName, TimerName, Actions, TimeGenerated = LatestTime | order by TimeGenerated desc
Correct
4
54.34s
0.0064
o1-high
art-timer
let LinuxDevices = DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId; DeviceProcessEvents | where DeviceId in (LinuxDevices) | where ActionType == "ProcessCreated" | where ProcessCommandLine has_any ("systemctl enable", "systemctl start") | where ProcessCommandLine contains ".timer" | extend TimerName = extract(@"systemctl\s+(?:enable|start)\s+([^\s]+)\.timer", 1, ProcessCommandLine) | where isnotempty(TimerName) | project TimeGenerated, DeviceName, ActionType, TimerName, ProcessCommandLine | order by TimeGenerated desc
Incorrect
3
79.83s
0.4884
o1-low
art-timer.timer
let LinuxDevices = DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId, DeviceName; LinuxDevices | join kind=inner ( DeviceProcessEvents | where ActionType == "ProcessCreated" | where ProcessCommandLine has "systemctl" and ProcessCommandLine has ".timer" // Extract the operation (enable/start) and the timer name from the command line | extend Operation = extract(@"systemctl\s+(enable|start)", 1, ProcessCommandLine) | extend TimerName = extract(@"systemctl\s+(?:enable|start)\s+([^\s]+\.timer)", 1, ProcessCommandLine) | where isnotempty(TimerName) | project DeviceId, TimeGenerated, Operation, TimerName, ProcessCommandLine ) on DeviceId | project TimeGenerated, DeviceName, Operation, TimerName, ProcessCommandLine
Correct
4
83.66s
0.6390
o3-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0973
o3-mini-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0406
o3-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0394
o4-mini-high
art-timer.timer
let SyslogTimers = DeviceEvents | where ActionType == "Syslog" | extend SyslogMessage = tostring(AdditionalFields['SyslogMessage']), SyslogTag = tostring(AdditionalFields['SyslogTag']) | where SyslogTag == "systemd" and SyslogMessage contains ".timer" | extend Action = extract(@"systemd\[\d+\]:\s+(Started|Loaded|Enabled)", 1, SyslogMessage), TimerName = extract(@"systemd\[\d+\]:\s+(?:Started|Loaded|Enabled)\s+([^\s]+\.timer)", 1, SyslogMessage) | where isnotempty(Action) and isnotempty(TimerName) | project TimeGenerated, DeviceName, EventType = "Syslog", Action, TimerName; let ProcTimers = DeviceProcessEvents | where ProcessCommandLine has "systemctl" and ProcessCommandLine has ".timer" | extend Action = extract(@"systemctl\s+(start|enable)", 1, ProcessCommandLine), TimerName = extract(@"systemctl\s+(?:start|enable)\s+([^\s]+\.timer)", 1, ProcessCommandLine) | where isnotempty(Action) and isnotempty(TimerName) | project TimeGenerated, DeviceName, EventType = "Process", Action, TimerName; union SyslogTimers, ProcTimers | sort by TimeGenerated desc
Correct
1
109.04s
0.0177
o4-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0593