Question Analysis
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?
8b87dd03-8204-478c-bac3-3959f6528de3
Question ID
5/16
Models Correct
1
Valid Answer
31%
Success Rate
Reference Answer
Human-validated correct answer for this question
whoami
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 | 0.0383 |
gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0126 |
gpt-4-turbo-2024-04-09 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.2601 |
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 | Incorrect | 3 | 27.62s | 0.0325 |
gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0500 |
gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0079 |
gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0020 |
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) | Correct | 1 | 3.72s | 0.0153 |
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 | Correct | 1 | 11.08s | 0.0250 |
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 | Correct | 2 | 30.69s | 0.0031 |
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 | Correct | 1 | 39.00s | 0.2697 |
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 | Incorrect | 5 | 150.98s | 1.0663 |
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 | Correct | 1 | 25.12s | 0.0208 |
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 | Incorrect | 2 | 106.40s | 0.0366 |
o4-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0608 |
o4-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0583 |