Question Analysis

On a Linux host, an activity was recorded where the local clock and timezone were queried. Review the available process execution logs to uncover what full command was run to fetch the system time and timezone.

f449c933-0891-407f-821e-7916a21a1a6f
Question ID
15/23
Models Correct
1
Valid Answer
65%
Success Rate
Reference Answer

Human-validated correct answer for this question

date
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
date "+%Y-%m-%d %H:%M:%S %z"
DeviceProcessEvents | where ActionType == "ProcessCreated" | where FileName in ("date", "timedatectl") | project Timestamp, DeviceName, FileName, ProcessCommandLine, InitiatingProcessCommandLine
Correct
2
20.44s
0.0104
gpt-35-turbo
No answer provided
No query generated
Incorrect
5
0.00s
0.0114
gpt-4-turbo-2024-04-09
date "+%Y-%m-%d %H:%M:%S %z"
DeviceProcessEvents | where ActionType == 'ProcessCreated' | where ProcessCommandLine has 'date' or ProcessCommandLine has 'timedatectl' or ProcessCommandLine has 'hwclock' | where (FolderPath contains '/bin' or FolderPath contains '/usr') | distinct DeviceName, ProcessCommandLine, ProcessCreationTime, InitiatingProcessCommandLine, InitiatingProcessParentFileName | limit 100
Correct
4
32.73s
0.2446
gpt-4.1
date "+%Y-%m-%d %H:%M:%S %z"
DeviceProcessEvents | where FileName in~ ('date', 'timedatectl', 'hwclock', 'cat') and (ProcessCommandLine has_any ('timedatectl', 'date', 'hwclock', '/etc/timezone', '/etc/localtime')) // If possible, join to DeviceInfo to further restrict to Linux //| join kind=inner (DeviceInfo | where OSPlatform =~ 'Linux') on DeviceId | extend CmdLower = tolower(ProcessCommandLine) | where CmdLower has_any ('timedatectl', 'date', 'hwclock', 'cat /etc/timezone', 'cat /etc/localtime') | project TimeGenerated, DeviceId, DeviceName, AccountName, FileName, ProcessCommandLine | sort by TimeGenerated desc | summarize arg_min(TimeGenerated, *) by ProcessCommandLine, DeviceId | take 100
Correct
3
13.83s
0.0343
gpt-4.1-finetuned
bash /root/AtomicRedTeam/atomics/T1059.004/src/LinEnum.sh
// Collect observed process execution events related to time and timezone information being queried on the host let processEvents = DeviceProcessEvents | where ProcessCommandLine contains "date" or ProcessCommandLine contains "timedatectl"; // Output collected process execution events processEvents | extend ProvidesTimeInfo = true | project AccountName, AccountDomain, DeviceName, Timestamp, FileName, InitiatingProcessCommandLine, ProvidesTimeInfo, ProcessCommandLine // Return up to the first 1 record from the filtered results | limit 1
Incorrect
1
12.22s
0.0129
gpt-4.1-mini
date "+%Y-%m-%d %H:%M:%S %z"
DeviceProcessEvents | where ProcessCommandLine matches regex @"(?i)\b(date|timedatectl|hwclock|cat\s+/etc/timezone)\b" | project DeviceName, ProcessCreationTime, ProcessCommandLine | order by ProcessCreationTime desc
Correct
1
6.81s
0.0039
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
0.0530
gpt-5-high
date -r /var/lib/apt/periodic/upgrade-stamp --iso-8601
let linux = DeviceInfo | where OSPlatform =~ "Linux" | project DeviceId, DeviceName; let tz_execs = dynamic(["timedatectl","hwclock","zdump","tzselect","chronyc","ntpq","ntpstat"]); let tz_paths = dynamic(["/etc/localtime","/etc/timezone","/usr/share/zoneinfo","/etc/sysconfig/clock","/etc/adjtime","/proc/driver/rtc","/proc/rtc"]); let tz_readers = dynamic(["readlink","realpath","stat","ls","file","cat","grep","strings"]); let date_flags = dynamic(["+%Z","+%z","-R","--rfc-2822","--rfc-3339"]); DeviceProcessEvents | where ActionType == "ProcessCreated" | join kind=innerunique linux on DeviceId | where FileName in~ (tz_execs) or (FileName =~ "date" and ProcessCommandLine has_any (date_flags)) or (ProcessCommandLine matches regex @"\bdate(\.utc)?\b.*(\+%Z|\+%z|--rfc-3339|--rfc-2822|-R)") or (FileName in~ (tz_readers) and ProcessCommandLine has_any (tz_paths)) or (ProcessCommandLine matches regex @"\bTZ=[^ \t;]+") or (FileName in~ ("sh","bash","sudo") and ProcessCommandLine has_any (tz_execs)) | extend FullCommand = coalesce(ProcessCommandLine, strcat(FolderPath, "/", FileName)) | summarize arg_max(TimeGenerated, *) by DeviceId, ProcessId, FullCommand | project-rename LastSeen = TimeGenerated | project LastSeen, DeviceName, DeviceId, AccountName, FileName, FullCommand, InitiatingProcessParentFileName, InitiatingProcessCommandLine | order by LastSeen desc | take 1000
Correct
5
443.37s
0.2306
gpt-5-mini-high
date "+%Y-%m-%d %H:%M:%S %z"
// Regex for common Linux time/timezone commands (case-insensitive) let time_regex = @"(?i)\b(date|/bin/date|timedatectl|timedatectl\s+status|hwclock|/usr/sbin/hwclock|/sbin/hwclock|zdump|readlink|cat\s+/etc/(?:timezone|localtime)|ls\s+-l\s+/etc/localtime)\b"; // Search DeviceProcessEvents and DeviceEvents for matching command lines union isfuzzy=true ( DeviceProcessEvents | project SourceTable = "DeviceProcessEvents", Timestamp, DeviceName, DeviceId, AccountName, ProcessId, ProcessCreationTime, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine ), ( DeviceEvents | project SourceTable = "DeviceEvents", Timestamp, DeviceName, DeviceId, AccountName, ProcessId, ProcessCreationTime, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine ) | extend Cmd = coalesce(tostring(ProcessCommandLine), tostring(InitiatingProcessCommandLine)) | where isnotempty(Cmd) | where Cmd matches regex time_regex | extend Matched = extract(time_regex, 1, Cmd) | summarize LatestTimestamp = max(Timestamp), AnyDeviceName = any(DeviceName), AnyAccount = any(AccountName), AnyProcessId = any(ProcessId), AnyProcessCreationTime = any(ProcessCreationTime), AnyFileName = any(FileName), AnyInitiatingProcessFileName = any(InitiatingProcessFileName), AnyInitiatingProcessCommandLine = any(tostring(InitiatingProcessCommandLine)) by DeviceId, Cmd | project DeviceId, DeviceName = AnyDeviceName, Time = LatestTimestamp, Account = AnyAccount, ProcessId = AnyProcessId, ProcessCreationTime = AnyProcessCreationTime, FileName = AnyFileName, FullCommandLine = Cmd, InitiatingProcessFileName = AnyInitiatingProcessFileName, InitiatingProcessCommandLine = AnyInitiatingProcessCommandLine | order by Time desc | take 200
Correct
2
37.38s
0.0109
gpt-5-mini-low
date "+%Y-%m-%d %H:%M:%S %z"
// Find Linux processes that queried system time or timezone let time_cmds = dynamic(["date","timedatectl","/etc/timezone","/etc/localtime","readlink","hwclock","chronyc","timedatectl status","date -R","date --rfc-2822","timedatectl show"]); // Search DeviceProcessEvents first (recommended) and fall back to DeviceEvents let dp = DeviceProcessEvents | where isnotempty(ProcessCommandLine) | where TimeGenerated >= ago(30d) | where tolower(ProcessCommandLine) has_any (dynamic(["date","timedatectl","/etc/timezone","/etc/localtime","readlink","hwclock","chronyc"])) | extend Matched = extract(@"(?i)(date[^\n]*|timedatectl[^\n]*|readlink[^\n]*|/etc/timezone[^\n]*|/etc/localtime[^\n]*|hwclock[^\n]*|chronyc[^\n]*)", 1, ProcessCommandLine) | project TimeGenerated, DeviceName, ProcessId, FileName, ProcessCommandLine, AccountName, AccountDomain, Matched, ReportId; let de = DeviceEvents | where isnotempty(ProcessCommandLine) or isnotempty(InitiatingProcessCommandLine) | where TimeGenerated >= ago(30d) | where (tolower(ProcessCommandLine) has_any (dynamic(["date","timedatectl","/etc/timezone","/etc/localtime","readlink","hwclock","chronyc"])) or tolower(InitiatingProcessCommandLine) has_any (dynamic(["date","timedatectl","/etc/timezone","/etc/localtime","readlink","hwclock","chronyc"]))) | extend FullCommand = iff(isnotempty(ProcessCommandLine), ProcessCommandLine, InitiatingProcessCommandLine) | extend Matched = extract(@"(?i)(date[^\n]*|timedatectl[^\n]*|readlink[^\n]*|/etc/timezone[^\n]*|/etc/localtime[^\n]*|hwclock[^\n]*|chronyc[^\n]*)", 1, FullCommand) | project TimeGenerated, DeviceName, ProcessId, FileName, FullCommand, AccountName = coalesce(AccountName, InitiatingProcessAccountName), AccountDomain = coalesce(AccountDomain, InitiatingProcessAccountDomain), Matched, ReportId; union dp, de | sort by TimeGenerated desc | distinct TimeGenerated, DeviceName, ProcessId, FileName, FullCommand = coalesce(ProcessCommandLine, FullCommand), AccountName, AccountDomain, Matched, ReportId | take 100
Correct
1
23.65s
0.0060
gpt-5-mini-medium
systemd-run --user --unit=Atomic-Red-Team --on-calendar *:0/1 /bin/sh -c 'echo "$(date) $(whoami)" >>/tmp/log'
// Search for commands that query system time/timezone on Linux hosts // Adjust the time range using the query tool UI or add a where TimeGenerated filter let timeKeywordsRegex = @"\b(date|timedatectl|hwclock|tzselect|zdump|chronyc|clock|clock_gettime|timedatectl\s+show|timedatectl\s+status|timedatectl\s+list-timezones)\b|/etc/(timezone|localtime)"; ( DeviceProcessEvents | where isnotempty(ProcessCommandLine) or isnotempty(FileName) // Heuristic to focus on Linux-like hosts: device name contains linux or command line contains a Unix path | where tolower(DeviceName) contains "linux" or ProcessCommandLine contains "/" or FileName startswith "/" // Look for common time/timezone utilities, files, and flags using regex | where (ProcessCommandLine has " " and tolower(ProcessCommandLine) matches regex tolower(timeKeywordsRegex)) or tolower(FileName) matches regex tolower(timeKeywordsRegex) or tolower(ProcessCommandLine) matches regex tolower(timeKeywordsRegex) | extend SourceTable = "DeviceProcessEvents" | project TimeGenerated, DeviceName, AccountName, AccountDomain, ProcessCreationTime, ProcessId, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine, SourceTable, ReportId ) | union ( DeviceEvents | where isnotempty(ProcessCommandLine) or isnotempty(FileName) | where tolower(DeviceName) contains "linux" or ProcessCommandLine contains "/" or FileName startswith "/" | where (ProcessCommandLine has " " and tolower(ProcessCommandLine) matches regex tolower(timeKeywordsRegex)) or tolower(FileName) matches regex tolower(timeKeywordsRegex) or tolower(ProcessCommandLine) matches regex tolower(timeKeywordsRegex) | extend SourceTable = "DeviceEvents" | project TimeGenerated, DeviceName, AccountName, AccountDomain, ProcessCreationTime, ProcessId, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine, SourceTable, ReportId ) | sort by TimeGenerated desc | take 200
Correct
4
70.04s
0.0178
gpt-5-nano-high
sh -c "localectl status"
let LinuxDevices = DeviceInfo | where OSPlatform has "Linux" or OSDistribution has "Linux" | project DeviceId; DeviceProcessEvents | where DeviceId in (LinuxDevices) | where InitiatingProcessCommandLine has_any ("date","timedatectl","localectl","clock","hwclock","gettimeofday") | extend InitiatingFullPath = strcat(InitiatingProcessFolderPath, "/", InitiatingProcessFileName) | project TimeGenerated, DeviceName, DeviceId, InitiatingProcessId, InitiatingProcessCreationTime, InitiatingProcessFileName, InitiatingProcessFolderPath, InitiatingFullPath, InitiatingProcessCommandLine, ProcessCommandLine | sort by TimeGenerated desc
Incorrect
1
28.51s
0.0024
gpt-5-nano-medium
date "+%Y-%m-%d %H:%M:%S %z"
DeviceProcessEvents | where TimeGenerated between (ago(1d) .. now()) | where (InitiatingProcessCommandLine has_any ("date","timedatectl","localtime","/etc/localtime","readlink /etc/localtime","cat /etc/timezone","date +%Z","date +%Z%z")) or (ProcessCommandLine has_any ("date","timedatectl","localtime","/etc/localtime","readlink /etc/localtime","cat /etc/timezone","date +%Z","date +%Z%z")) | extend FullCmd = coalesce(InitiatingProcessCommandLine, ProcessCommandLine) | project TimeGenerated, DeviceName, DeviceId, FullCmd, InitiatingProcessFileName, InitiatingProcessCreationTime, InitiatingProcessId, ProcessId | sort by TimeGenerated asc
Correct
2
96.60s
0.0052
grok-3-beta
date "+%Y-%m-%d %H:%M:%S %z"
DeviceProcessEvents | where ProcessCommandLine has_any ('date', 'timedatectl', 'hwclock', 'timezone') | join kind=inner ( DeviceInfo | where OSPlatform contains 'Linux' ) on DeviceId | project DeviceName, ProcessCommandLine, ProcessCreationTime, InitiatingProcessFileName, InitiatingProcessCommandLine | order by ProcessCreationTime desc | top 50 by ProcessCreationTime desc
Correct
3
28.06s
0.0685
grok-3-mini-beta
No answer provided
No query generated
Incorrect
5
0.00s
0.0079
o1-high
date+"%Y-%m-%d %H:%M:%S %z"
DeviceProcessEvents | where ActionType == "ProcessCreated" | where DeviceId in ( DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId ) | where FileName in~ ("date","timedatectl","hwclock") or ProcessCommandLine has_any ("date","timedatectl","hwclock","/etc/timezone","/etc/localtime","tz") | project TimeGenerated, DeviceName, FolderPath, FileName, ProcessCommandLine, InitiatingProcessCommandLine | order by TimeGenerated desc
Correct
2
62.43s
0.5509
o1-low
date "+%Y-%m-%d %H:%M:%S %z"
DeviceProcessEvents | where ActionType == "ProcessCreated" | join kind=leftsemi ( DeviceInfo | where OSPlatform == "Linux" | project DeviceId ) on DeviceId | where FileName in~ ("date", "timedatectl") or ProcessCommandLine has_any ("date", "timedatectl", "time", "timezone", "tz") | project TimeGenerated, DeviceName, FileName, ProcessCommandLine | order by TimeGenerated desc
Correct
1
44.16s
0.5257
o3-high
/bin/date
// ============================================================================ // Linux – commands that enumerate system time or timezone // Time range is injected by the workbook / hunting blade // ============================================================================ let TZ_Keywords = dynamic([ "/etc/timezone", // Debian/Ubuntu timezone file "/etc/localtime", // symlink to tz database "/usr/share/zoneinfo", // location of tz databases "/etc/sysconfig/clock", // RHEL/CentOS TZ config "/proc/driver/rtc" // kernel RTC interface ]); let DateWithOptions = @"\bdate(\s+[-+%]|$)"; // date followed by a switch or format string // --------------------------------------------------------------------------------- let LinuxDevices = DeviceInfo | where OSPlatform =~ "linux" | project DeviceId, DeviceName; DeviceProcessEvents | where ActionType == "ProcessCreated" | join kind=inner (LinuxDevices) on DeviceId | extend cmd_l = tolower(ProcessCommandLine) // ----------- filters that indicate time / timezone enumeration --------------- | where FileName in~ ("timedatectl", "hwclock", "zdump") or cmd_l has_any (TZ_Keywords) or (FileName =~ "date" and cmd_l matches regex DateWithOptions) // ------------------------------------------------------------------------------ | summarize FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated), ExecCount = count() by DeviceName, DeviceId, AccountName, FileName, ProcessCommandLine | order by LastSeen desc | project-reorder LastSeen, DeviceName, AccountName, FileName, ProcessCommandLine, ExecCount, FirstSeen
Correct
4
106.73s
0.0685
o3-mini-high
date "+%Y-%m-%d %H:%M:%S %z"
DeviceProcessEvents | where ProcessCommandLine has "date" or ProcessCommandLine has "timedatectl" | project TimeGenerated, DeviceName, FileName, ProcessCommandLine, InitiatingProcessCommandLine | order by TimeGenerated desc
Correct
1
17.21s
0.0193
o3-mini-low
date "+%Y-%m-%d %H:%M:%S %z"
DeviceProcessEvents | where ProcessCommandLine has_cs "date" or ProcessCommandLine has_cs "timedatectl" | project TimeGenerated, DeviceName, FileName, FolderPath, ProcessCommandLine, InitiatingProcessCommandLine | order by TimeGenerated desc
Correct
1
23.99s
0.0242
o4-mini-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0403
o4-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0371