// question

On a Linux host, identify any processes that used ping with a large count value to introduce a delay before launching another process. What was the command executed immediately after the ping delay?

Reference KQL answer and model-by-model comparison.

8b87dd03-8204-478c-bac3-3959f6528de3
question id
7/23
models correct
1
valid answer
30%
success rate
// reference answer

Human-validated correct answer for this question.

whoami
// model comparison
ModelAnswerKQL queryStatusTriesTimeCost
gemini-2.5-flash-preview-04-17
no answer
no query generatedfail50.00s0.0383
gpt-35-turbo
no answer
no query generatedfail50.00s0.0126
gpt-4-turbo-2024-04-09
no answer
no query generatedfail50.00s0.2601
gpt-4.1
/usr/bin/sh -c "pkill -9 -P ******
let threshold = 10; // Minimum count value we consider 'large'
let PingProcs = DeviceProcessEvents
| where FileName == "ping"
| extend CountVal = toint(extract("-c +([0-9]+)", 1, ProcessCommandLine))
| where isnotnull(CountVal) and CountVal >= threshold
| project DeviceId, DeviceName, AccountName, AccountDomain, SessionId=CreatedProcessSessionId, PingProcessId=ProcessId, PingCommand=ProcessCommandLine, PingStart=ProcessCreationTime,
  PingCount=CountVal, PingEnd=ProcessCreationTime + 1s * CountVal;
DeviceProcessEvents
| where ProcessCreationTime > ago(30d) // Remove or adapt timerange as needed
| project DeviceId, DeviceName, AccountName, AccountDomain, ProcessId, ProcessCommandLine, ProcessCreationTime, SessionId=CreatedProcessSessionId
| join kind=inner (
  PingProcs
) on DeviceId, DeviceName, AccountName, AccountDomain, SessionId
| where ProcessCreationTime > PingEnd and ProcessCreationTime < PingEnd + 2m // Next process soon after ping
| extend dt = ProcessCreationTime - PingEnd
| summarize NextProcessTime=min(ProcessCreationTime) by DeviceName, AccountName, SessionId, PingProcessId, PingCommand, PingStart, PingEnd, PingCount, DeviceId, AccountDomain
| join kind=inner (
    DeviceProcessEvents
    | project DeviceId, DeviceName, AccountName, CreatedProcessSessionId, ProcessCreationTime, ProcessCommandLine, ProcessId
) on $left.DeviceId == $right.DeviceId and $left.DeviceName == $right.DeviceName and $left.AccountName == $right.AccountName and $left.SessionId == $right.CreatedProcessSessionId and $left.NextProcessTime == $right.ProcessCreationTime
| project DeviceName, AccountName, PingCommand, PingStart, PingEnd, PingCount, NextCommand=ProcessCommandLine, NextStart=ProcessCreationTime
| sort by PingEnd asc
fail327.62s0.0325
gpt-4.1-finetuned
no answer
no query generatedfail50.00s0.0500
gpt-4.1-mini
no answer
no query generatedfail50.00s0.0079
gpt-4.1-nano
no answer
no query generatedfail50.00s0.0020
gpt-4o
whoami
DeviceProcessEvents
| where InitiatingProcessCommandLine contains "ping" 
  and InitiatingProcessCommandLine matches regex @"\-c \d{2,}" 
| project InitiatingProcessCommandLine, ProcessCommandLine, ProcessCreationTime
| sort by ProcessCreationTime asc
| extend SubsequentProcess = next(ProcessCommandLine)
pass13.72s0.0153
gpt-5-high
whoami
let count_threshold = 30;            // minimum -c value to consider a 'large' delay
let tolerance = 2s;                  // small clock/timing tolerance
let linux_device_ids = DeviceInfo
| where OSPlatform =~ "Linux"
| distinct DeviceId;
// Identify ping processes used as a delay and estimate their expected duration
let ping_candidates = DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where DeviceId in (linux_device_ids)
| where FileName in~ ("ping","ping6") or ProcessCommandLine matches regex @"(?i)(^|[\s/])ping6?\s"
| extend PingCount = toint(extract(@"(?i)(?:^|\s)-c\s*([0-9]+)", 1, ProcessCommandLine))
| where isnotnull(PingCount) and PingCount >= count_threshold
| extend PingIntervalRaw = todouble(extract(@"(?i)(?:^|\s)-i\s*([0-9]*\.?[0-9]+)", 1, ProcessCommandLine))
| extend IntervalEffSec = iif(isnull(PingIntervalRaw) or PingIntervalRaw < 1.0, 1.0, PingIntervalRaw)
| extend ExpectedDelaySec = tolong(ceiling(PingCount * IntervalEffSec))
| extend ExpectedDelay = ExpectedDelaySec * 1s
| extend CommandAfterPing = trim(" '\"", extract(@"(?i)ping\b[^;&|]*?(?:;|&&)\s*([^;&|]+)", 1, InitiatingProcessCommandLine))
| project DeviceId, DeviceName,
          PingProcTime=ProcessCreationTime, PingPID=ProcessId,
          PingCmd=ProcessCommandLine, PingCount,
          IntervalEffSec, ExpectedDelay,
          ReadyAfter=ProcessCreationTime + ExpectedDelay,
          ShellParentId=InitiatingProcessId, ShellParentName=InitiatingProcessFileName, ShellParentCmd=InitiatingProcessCommandLine,
          CommandAfterPing;
// All subsequent processes created by the same parent shell
let next_procs = DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where DeviceId in (linux_device_ids)
| project DeviceId, InitiatingProcessId, NextProcTime=ProcessCreationTime, NextProcId=ProcessId, NextProcName=FileName, NextProcCmd=ProcessCommandLine;
// For each ping delay, find the earliest sibling process that starts at/after the expected delay
let next_after_delay = ping_candidates
| join kind=leftouter next_procs on DeviceId, $left.ShellParentId == $right.InitiatingProcessId
| where NextProcTime >= ReadyAfter - tolerance
| where NextProcName !in~ ("ping","ping6")
| summarize arg_min(NextProcTime, *) by DeviceId, ShellParentId, PingPID, PingProcTime;
// Final output with the command executed immediately after the ping delay
ping_candidates
| join kind=leftouter next_after_delay on DeviceId, ShellParentId, PingPID, PingProcTime
| extend ImmediatelyAfterPing_Command = coalesce(NextProcCmd, CommandAfterPing)
| where isnotempty(ImmediatelyAfterPing_Command)
| project PingProcTime, DeviceName,
          PingCmd, PingCount, Interval=toint(IntervalEffSec), ExpectedDelay,
          ShellParentName, ShellParentCmd,
          NextProcTime, NextProcName, NextProcId,
          ImmediatelyAfterPing_Command
| order by PingProcTime desc
pass2219.21s0.1448
gpt-5-mini-high
no answer
no query generatedfail50.00s0.0189
gpt-5-mini-low
no answer
no query generatedfail50.00s0.0152
gpt-5-mini-medium
bash
let PingCountThreshold = 60;               // counts >= this considered a large delay
let TimeWindow = 10m;                         // window after ping to look for the next process
DeviceProcessEvents
| where ProcessCommandLine has "ping"
// narrow to likely Linux hosts (device name contains linux or process/file name indicates ping)
| where tolower(DeviceName) contains "linux"
      or InitiatingProcessFileName endswith "ping"
      or InitiatingProcessFileName endswith "/ping"
      or FileName endswith "ping"
| extend ping_args = ProcessCommandLine
// extract common count options and a fallback trailing numeric token
| extend c = toint(extract(@"-c\s*=?\s*(\d+)", 1, ping_args)),
         w = toint(extract(@"-w\s*=?\s*(\d+)", 1, ping_args)),
         longform = toint(extract(@"--count\s*=?\s*(\d+)", 1, ping_args)),
         trailing = toint(extract(@"ping\s+\S+\s+(\d+)", 1, ping_args))
| extend ping_count = coalesce(c, w, longform, trailing, 0)
| where ping_count >= PingCountThreshold
| project PingTimestamp = Timestamp, DeviceId, DeviceName, PingProcessId = ProcessId, InitiatingProcessAccountName, InitiatingProcessAccountDomain, PingCommand = ProcessCommandLine, ping_count

// find subsequent processes on the same device within the configured time window
| join kind=inner (
    DeviceProcessEvents
    | project NextTimestamp = Timestamp, DeviceId2 = DeviceId, NextProcessId = ProcessId, NextCommand = ProcessCommandLine, NextFileName = FileName, NextInitiatingProcessAccountName = InitiatingProcessAccountName, NextInitiatingProcessAccountDomain = InitiatingProcessAccountDomain
) on $left.DeviceId == $right.DeviceId2
| where NextTimestamp > PingTimestamp and NextTimestamp <= PingTimestamp + TimeWindow
| where isnotempty(NextCommand)
// choose earliest subsequent process after the ping
| summarize arg_min(NextTimestamp, NextTimestamp, NextCommand, NextProcessId, NextFileName) by PingTimestamp, DeviceId, DeviceName, PingProcessId, InitiatingProcessAccountName, InitiatingProcessAccountDomain, PingCommand, ping_count
| project DeviceName, DeviceId, User = InitiatingProcessAccountName, UserDomain = InitiatingProcessAccountDomain, PingTimestamp, ping_count, PingCommand, NextTimestamp, NextCommand, NextFileName, NextProcessId
| order by PingTimestamp desc
fail586.93s0.0228
gpt-5-nano-high
no answer
no query generatedfail50.00s0.0100
gpt-5-nano-medium
no answer
no query generatedfail50.00s0.0104
grok-3-beta
whoami
DeviceProcessEvents
| where ProcessCommandLine contains "ping" and ProcessCommandLine contains "-c"
| where ProcessCommandLine matches regex "-c\\s*([1-9][0-9]|[0-9]{3,})"
| project DeviceName, PingProcessId=ProcessId, PingCommandLine=ProcessCommandLine, PingCreationTime=ProcessCreationTime, SessionId=CreatedProcessSessionId
| join kind=inner (
    DeviceProcessEvents
    | project DeviceName, SubsequentProcessId=ProcessId, SubsequentCommandLine=ProcessCommandLine, SubsequentCreationTime=ProcessCreationTime, SessionId=CreatedProcessSessionId
) on DeviceName, SessionId
| where SubsequentCreationTime > PingCreationTime
| summarize arg_min(SubsequentCreationTime, SubsequentCommandLine, SubsequentProcessId) by DeviceName, PingProcessId, PingCommandLine, PingCreationTime
| project DeviceName, PingCommandLine, SubsequentCommandLine, PingCreationTime, SubsequentCreationTime
pass111.08s0.0250
grok-3-mini-beta
whoami
let LinuxDevices = DeviceInfo
| where OSPlatform =~ "Linux"
| distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (LinuxDevices)
| where InitiatingProcessCommandLine contains "ping" and InitiatingProcessCommandLine matches regex @"-c\s+\d+"
| extend countValue = extract(@"-c\s+(\d+)", 1, InitiatingProcessCommandLine, typeof(long))
| where countValue > 10
| project DeviceId, Timestamp, InitiatingProcessCommandLine, ProcessCommandLine
| summarize arg_max(Timestamp, *) by DeviceId, InitiatingProcessCommandLine, ProcessCommandLine
| project-away Timestamp
pass230.69s0.0031
o1-high
whoami
let LinuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId;

// Identify ping processes on Linux endpoints with a large -c value
let PingProcesses = DeviceProcessEvents
| where DeviceId in (LinuxDevices)
| where ActionType == "ProcessCreated"
| where FileName =~ "ping" or ProcessCommandLine contains "ping"
| parse kind=regex flags=U ProcessCommandLine with * "-c " Count:int " "
| where isnotnull(Count) and Count > 50
| project DeviceId, PingParentProcessId = InitiatingProcessId, PingStartTime = ProcessCreationTime, LargeCount = Count;

// Find the next process launched by the same parent after the ping start time
DeviceProcessEvents
| where DeviceId in (LinuxDevices)
| where ActionType == "ProcessCreated"
| join kind=inner PingProcesses on DeviceId
| where InitiatingProcessId == PingParentProcessId
| where ProcessCreationTime > PingStartTime
| summarize arg_min(ProcessCreationTime, *) by DeviceId, PingParentProcessId, PingStartTime
| project DeviceName, NextProcessCreationTime = ProcessCreationTime, NextCommand = ProcessCommandLine, LargeCount
pass139.00s0.2697
o1-low
None
DeviceProcessEvents
| join hint.strategy=broadcast kind=inner (
    DeviceInfo
    | where OSPlatform == "Linux"
    | distinct DeviceId
) on DeviceId
| where FileName == "ping"
| extend CountValue = toint(extract(@"-c\s+(\d+)", 1, ProcessCommandLine))
| where isnotnull(CountValue) and CountValue > 100
| order by DeviceId asc, ProcessCreationTime asc
| serialize
| extend NextDeviceId = next(DeviceId),
         NextProcessCommandLine_raw = next(ProcessCommandLine),
         NextProcessCreationTime_raw = next(ProcessCreationTime)
| extend NextProcessCommandLine = iif(NextDeviceId == DeviceId, NextProcessCommandLine_raw, ""),
         NextProcessCreationTime = iif(NextDeviceId == DeviceId, NextProcessCreationTime_raw, datetime(1970-01-01))
| project DeviceName,
          PingProcessCommandLine = ProcessCommandLine,
          PingProcessCreationTime = ProcessCreationTime,
          NextProcessCommandLine,
          NextProcessCreationTime
fail5150.98s1.0663
o3-high
whoami
// Detect use of the Linux ping utility as a sleep primitive (high “-c” value)
// and show the very next process that was launched from the same shell/session
// -----------------------------------------------------------------------------
// Tuning parameters
let pingCountThreshold = 50;   // “-c” value we still regard as a delay (>≈50 s)
let lookAheadWindow    = 10m;  // Search window for the follow-up process
// -----------------------------------------------------------------------------
// 1. Limit the hunt to Linux devices (Defender ATP covers several OSs)
let LinuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId;

// 2. Ping invocations that look like a delay (high -c argument)
let PingDelay = DeviceProcessEvents
| where DeviceId in (LinuxDevices)
| where tolower(FileName) in ("ping", "ping4", "ping6")
| extend CountValue = toint(extract(@"-c\s+([0-9]+)", 1, tostring(ProcessCommandLine)))
| where isnotnull(CountValue) and CountValue >= pingCountThreshold
| project DeviceId,
          DeviceName,
          PingStartTime = TimeGenerated,
          PingProcessId = ProcessId,
          ShellParentId = InitiatingProcessParentId,
          SessionId     = CreatedProcessSessionId,
          PingCmd       = ProcessCommandLine,
          CountValue;

// 3. Every other process start we might consider as the follow-up command
let AllProcs = DeviceProcessEvents
| project DeviceId,
          NextTime        = TimeGenerated,
          NextProcessId   = ProcessId,
          NextParentId    = InitiatingProcessParentId,
          NextSessionId   = CreatedProcessSessionId,
          NextFileName    = FileName,
          NextCmd         = ProcessCommandLine;

// 4. Join & pick the *first* process that appears after the ping delay
PingDelay
| join kind=inner (AllProcs) on DeviceId
| where NextTime  >  PingStartTime
| where NextTime <= PingStartTime + lookAheadWindow
      // same shell (parent PID) OR same session – helps bind the two events
| where NextParentId == ShellParentId or NextSessionId == SessionId
| summarize arg_min(NextTime, NextCmd, NextFileName, NextProcessId)  
          by DeviceId, DeviceName, PingStartTime, PingCmd, CountValue
| project DeviceName,
          PingStartTime,
          PingCmd,
          CountValue,
          NextProcessTime = NextTime,
          NextFileName,
          NextCmd
| order by PingStartTime desc
pass298.33s0.0552
o3-mini-high
whoami
// Identify ping executions on Linux hosts that use a high count as a delay mechanism
// (Assuming ping command includes '-c <number>' and we use a threshold of 50 counts).
let PingEvents = DeviceProcessEvents
    // Filter events where the command contains 'ping' and '-c'
    | where ProcessCommandLine has "ping" and ProcessCommandLine has "-c"
    // Extract the count value provided in '-c <number>' using regex; if extraction fails, toint returns 0
    | extend Count = toint(extract(@'-c\s+(\d+)', 1, ProcessCommandLine))
    // Filter to events with a large count value (threshold here set to 50; adjust as needed)
    | where Count >= 50
    | project DeviceId, PingProcessId = ProcessId, PingTime = ProcessCreationTime, ParentProcId = InitiatingProcessParentId, PingCmd = ProcessCommandLine;

// Get all process execution events with their parent process id
let AllProcesses = DeviceProcessEvents
    | project DeviceId, ProcId = ProcessId, ProcessTime = ProcessCreationTime, CommandLine = ProcessCommandLine, ParentProcId = InitiatingProcessParentId;

// For each ping event, find the next process executed by the same parent process
PingEvents
    | join kind=inner (AllProcesses) on DeviceId, ParentProcId
    // ensure the candidate process event happened after the ping event
    | where ProcessTime > PingTime
    // For each ping event, pick the process event with the minimum ProcessTime (i.e. the one immediately after)
    | summarize NextProcessTime = min(ProcessTime) by DeviceId, PingProcessId, PingTime, ParentProcId, PingCmd
    // join back to get details of the process that occurred immediately after the ping
    | join kind=inner (AllProcesses) on DeviceId, ParentProcId
    | where ProcessTime == NextProcessTime
    | project DeviceId, PingTime, PingCmd, NextProcessTime, NextProcId = ProcId, NextCommand = CommandLine, ParentProcId
    | order by PingTime desc
pass125.12s0.0208
o3-mini-low
bash
let pingEvents =
    DeviceProcessEvents
    | where ProcessCommandLine has "ping"
    // extract the count value passed to ping (e.g. 'ping -c 100')
    | extend PingCount = toint(extract(@"-c\s+(\d+)", 1, ProcessCommandLine))
    | where isnotempty(PingCount) and PingCount >= 100
    | project DeviceId, PingTime = ProcessCreationTime, PingProcessId = ProcessId, PingCommandLine = ProcessCommandLine;

let nextProcesses =
    DeviceProcessEvents
    | project DeviceId, ProcessCreationTime, NextProcessCommandLine = ProcessCommandLine;

// For each ping event, join with subsequent process events on the same device and select the earliest event that occurred after the ping
pingEvents
| join kind=inner (nextProcesses) on DeviceId
| where ProcessCreationTime > PingTime
| summarize NextProcessTime = min(ProcessCreationTime) by DeviceId, PingTime, PingProcessId, PingCommandLine
| join kind=inner (nextProcesses) on DeviceId
| where ProcessCreationTime == NextProcessTime
| project DeviceId, PingTime, PingProcessId, PingCommandLine, NextProcessTime, NextProcessCommandLine
fail2106.40s0.0366
o4-mini-high
no answer
no query generatedfail50.00s0.0608
o4-mini-low
no answer
no query generatedfail50.00s0.0583