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