During a Linux engagement, an operator exported HISTSIZE=0 to turn off shell history and then ran another utility. Using the DeviceProcessEvents table, identify the exact command executed immediately after the history was disabled. What was the command?
KQL answer reference and model-by-model benchmark comparison
cada55b4-8251-4c60-819e-8ec1b33c9306
Question ID
11/23
Models Correct
1
Valid Answer
48%
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 | 0.0656 |
| gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0118 |
| gpt-4-turbo-2024-04-09 | whoami | DeviceProcessEvents | where ProcessCommandLine contains 'HISTSIZE=0' | project DisableHistoryTime = ProcessCreationTime, DeviceId, Initiator_ProcessId = ProcessId | join kind=inner (DeviceProcessEvents | project CommandExecuted = ProcessCommandLine, ExecutionTime = ProcessCreationTime, DeviceId, PrevProcessId = InitiatingProcessId) on DeviceId | where PrevProcessId == Initiator_ProcessId and ExecutionTime > DisableHistoryTime | project CommandExecuted, TimeDifference = ExecutionTime - DisableHistoryTime | top 1 by TimeDifference asc | Correct | 1 | 11.93s | 0.0534 |
| gpt-4.1 | /usr/bin/hostname | DeviceProcessEvents
| where ProcessCommandLine contains "HISTSIZE=0"
| project DeviceId, AccountName, CreatedProcessSessionId, TimeHIST=ProcessCreationTime
| join kind=inner (
DeviceProcessEvents
| project DeviceId, AccountName, CreatedProcessSessionId, ProcessCreationTime, ProcessCommandLine
) on DeviceId, AccountName, CreatedProcessSessionId
| where ProcessCreationTime > TimeHIST
| summarize NextTime=min(ProcessCreationTime), NextCommand=any(ProcessCommandLine) by DeviceId, AccountName, CreatedProcessSessionId, TimeHIST
| order by TimeHIST desc
| project DeviceId, AccountName, TimeHIST, NextTime, NextCommand | Incorrect | 2 | 11.55s | 0.0229 |
| gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0523 |
| gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0083 |
| gpt-4.1-nano | pwsh -Command "Invoke-AtomicTest T1562.003 -TestGuids 386d3850-2ce7-4508-b56b-c0558922c814 -TimeoutSeconds 120 " | let hist_command = toscalar(
DeviceProcessEvents
| where ProcessCommandLine contains "HISTSIZE=0"
| summarize max(Timestamp)
);
DeviceProcessEvents
| where Timestamp > hist_command
| top 1 by Timestamp asc
| project CommandLine = ProcessCommandLine | Incorrect | 1 | 2.04s | 0.0005 |
| gpt-4o | whoami | let disableHistoryCmd = DeviceProcessEvents
| where ProcessCommandLine contains "export HISTSIZE=0"
| project DeviceId, DeviceName, ProcessCommandLine, HistDisableTime=ProcessCreationTime;
DeviceProcessEvents
| join kind=inner (disableHistoryCmd) on DeviceId
| where ProcessCreationTime > HistDisableTime
| project ProcessCommandLine, NextCommandTime=ProcessCreationTime
| top 1 by NextCommandTime asc | Correct | 3 | 28.59s | 0.0367 |
| gpt-5-high | whoami | let linux = DeviceInfo
| where OSPlatform =~ "Linux"
| distinct DeviceId, DeviceName;
// 1) History disabled via export in a shell command; get the first spawned child process (the next command)
let hist_shell = DeviceProcessEvents
| where DeviceId in (linux | project DeviceId)
| where isnotempty(ProcessCommandLine)
| where FileName in~ ("bash","sh","zsh","ksh","dash")
| extend ShellTime = coalesce(ProcessCreationTime, TimeGenerated)
| where ProcessCommandLine matches regex "(?i)(^|\\s)export\\s+HISTSIZE\\s*=\\s*0(?:\\s|;|&&|\\|\\||$)"
| project DeviceId, ShellProcId=ProcessId, ShellCommand=ProcessCommandLine, ShellTime;
let children = DeviceProcessEvents
| extend ChildTime = coalesce(ProcessCreationTime, TimeGenerated)
| project DeviceId, InitiatingProcessId, ChildTime, NextFile=FileName, NextCommand=ProcessCommandLine, ChildProcId=ProcessId;
let next_after_export = hist_shell
| join kind=inner (children) on $left.DeviceId == $right.DeviceId and $left.ShellProcId == $right.InitiatingProcessId
| where ChildTime >= ShellTime and ChildTime <= ShellTime + 15m
| summarize arg_min(ChildTime, *) by DeviceId, ShellProcId, ShellTime, ShellCommand
| join kind=leftouter (linux) on DeviceId
| project TimeOfHistOff=ShellTime, DeviceName, DeviceId, ShellCommand, NextCommandTime=ChildTime, NextFile, NextCommand;
// 2) Inline form: HISTSIZE=0 <cmd>; extract the command following the assignment
let inline_form = DeviceProcessEvents
| where DeviceId in (linux | project DeviceId)
| where isnotempty(ProcessCommandLine)
| extend PTime = coalesce(ProcessCreationTime, TimeGenerated)
| where ProcessCommandLine matches regex "(?i)^\\s*HISTSIZE\\s*=\\s*0\\s+.+$"
| extend ExtractedNext = trim(' ', extract("(?i)^\\s*HISTSIZE\\s*=\\s*0\\s+(.+)$", 1, ProcessCommandLine))
| project TimeOfHistOff=PTime, DeviceName, DeviceId, ShellCommand=ProcessCommandLine, NextCommandTime=PTime, NextFile=FileName, NextCommand=ExtractedNext;
union isfuzzy=true next_after_export, inline_form
| order by TimeOfHistOff asc | Correct | 4 | 578.43s | 0.2951 |
| gpt-5-mini-high | whoami | let histEvents = DeviceProcessEvents
| where Timestamp between (startofday(ago(30d)) .. now())
| where ProcessCommandLine has "HISTSIZE=0" or ProcessCommandLine has "export HISTSIZE=0" or ProcessCommandLine has "HISTSIZE= 0"
| project DeviceName, Account = InitiatingProcessAccountName, Timestamp, ProcessCreationTime, ProcessId, ProcessCommandLine, InitiatingProcessId, InitiatingProcessCommandLine, InitiatingProcessFileName;
histEvents
| join kind=inner (
DeviceProcessEvents
| where Timestamp between (startofday(ago(30d)) .. now())
| project DeviceName2 = DeviceName, Account2 = InitiatingProcessAccountName, Timestamp2 = Timestamp, ProcessCreationTime2 = ProcessCreationTime, ProcessId2 = ProcessId, ProcessCommandLine2 = ProcessCommandLine, FileName2 = FileName
) on $left.DeviceName == $right.DeviceName2 and $left.Account == $right.Account2
| where ProcessCreationTime2 > ProcessCreationTime and ProcessCreationTime2 <= ProcessCreationTime + 1m
| summarize arg_min(ProcessCreationTime2, *) by ProcessId
| project DeviceName, Account, HistEventTime = Timestamp, HistCommand = ProcessCommandLine, NextProcessTime = ProcessCreationTime2, NextProcessId = ProcessId2, NextCommand = ProcessCommandLine2, NextFile = FileName2
| order by NextProcessTime asc
| take 10 | Correct | 1 | 17.03s | 0.0035 |
| gpt-5-mini-low | pwsh -Command "Invoke-AtomicTest T1562.003 -TestGuids cada55b4-8251-4c60-819e-8ec1b33c9306 -TimeoutSeconds 120 " | let exports = DeviceProcessEvents
| where (isnotempty(ProcessCommandLine) and tostring(ProcessCommandLine) contains "HISTSIZE=0")
or (isnotempty(InitiatingProcessCommandLine) and tostring(InitiatingProcessCommandLine) contains "HISTSIZE=0")
| project ExportTime = TimeGenerated,
DeviceId,
DeviceName,
ExportAccount = AccountName,
ExportProcessId = ProcessId,
ExportCmd = coalesce(ProcessCommandLine, InitiatingProcessCommandLine),
ExportCreatedSessionId = CreatedProcessSessionId,
ExportInitiatingSessionId = InitiatingProcessSessionId,
ExportProcessCreationTime = ProcessCreationTime;
let procs = DeviceProcessEvents
| where isnotempty(ProcessCommandLine)
| project ProcTime = TimeGenerated,
DeviceId,
ProcAccount = AccountName,
ProcId = ProcessId,
ProcCmd = ProcessCommandLine,
ProcCreatedSessionId = CreatedProcessSessionId,
ProcInitiatingSessionId = InitiatingProcessSessionId,
ProcCreationTime = ProcessCreationTime;
// Find the nearest subsequent process on the same device that matches account or session (within 5 minutes)
exports
| join kind=inner procs on DeviceId
| where ProcTime > ExportTime and ProcTime - ExportTime <= time(5m)
| where ProcAccount == ExportAccount or ProcCreatedSessionId == ExportCreatedSessionId or ProcInitiatingSessionId == ExportInitiatingSessionId
| summarize NextTime = min(ProcTime) by ExportTime, DeviceId, DeviceName, ExportAccount, ExportCmd, ExportCreatedSessionId, ExportInitiatingSessionId
// Get the command line for that next process
| join kind=inner procs on $left.DeviceId == $right.DeviceId and $left.NextTime == $right.ProcTime
| project ExportTime,
DeviceId,
DeviceName,
AccountName = ExportAccount,
ExportCommand = ExportCmd,
SubsequentCommand = ProcCmd,
SubsequentProcTime = ProcTime,
SubsequentProcessId = ProcId
| order by ExportTime desc
| take 50 | Incorrect | 2 | 57.66s | 0.0116 |
| gpt-5-mini-medium | pwsh -Command "Invoke-AtomicTest T1562.003 -TestGuids 386d3850-2ce7-4508-b56b-c0558922c814 -TimeoutSeconds 120 " | let WindowSeconds = 10s;
let hist = DeviceProcessEvents
| where tostring(ProcessCommandLine) has_any ("HISTSIZE=0", "export HISTSIZE=0")
or tostring(InitiatingProcessCommandLine) has_any ("HISTSIZE=0", "export HISTSIZE=0")
| project Hist_Time = TimeGenerated, DeviceId, DeviceName, Hist_ProcessId = ProcessId, Hist_CommandLine = tostring(ProcessCommandLine), Hist_InitiatingProcessId = InitiatingProcessId, Hist_InitiatingProcessCommandLine = tostring(InitiatingProcessCommandLine), AccountName, AccountDomain;
let next = DeviceProcessEvents
| project Next_Time = TimeGenerated, DeviceId, Next_ProcessId = ProcessId, Next_CommandLine = tostring(ProcessCommandLine), Next_InitiatingProcessId = InitiatingProcessId, Next_InitiatingProcessCommandLine = tostring(InitiatingProcessCommandLine), AccountNameNext = AccountName, AccountDomainNext = AccountDomain;
hist
| join kind=inner (next) on DeviceId
| where Next_Time > Hist_Time and Next_Time <= Hist_Time + WindowSeconds
| summarize MinNextTime = min(Next_Time) by Hist_Time, DeviceId, DeviceName, Hist_ProcessId, Hist_CommandLine, Hist_InitiatingProcessCommandLine, AccountName, AccountDomain
| join kind=inner (
next
) on $left.DeviceId == $right.DeviceId and $left.MinNextTime == $right.Next_Time
| project DeviceName, DeviceId, HIST_Time = Hist_Time, Hist_ProcessId, Hist_CommandLine, Next_Time = MinNextTime, Next_ProcessId, Next_CommandLine, Next_InitiatingProcessCommandLine, AccountName, AccountDomain
| order by HIST_Time desc | Incorrect | 2 | 47.25s | 0.0104 |
| gpt-5-nano-high | sh -c 'echo $HISTSIZE; export HISTSIZE=0; echo "runnning some commands to populate the history"; whoami; groups; if [ $(echo $HISTSIZE) -eq 0 ]; then echo "\\$HISTSIZE is zero"; else HIST_LENGTH=$(wc -l $HISTFILE); echo "\\$HISTSIZE is not zero, history size is $HIST_LENGTH"; fi' | let Hist = DeviceProcessEvents
| where (InitiatingProcessCommandLine contains_cs "export HISTSIZE=0" or ProcessCommandLine contains_cs "export HISTSIZE=0" or InitiatingProcessCommandLine contains_cs "HISTSIZE=0" or ProcessCommandLine contains_cs "HISTSIZE=0")
| project HistoryTime = TimeGenerated, HistoryDeviceId = DeviceId, HistorySession = CreatedProcessSessionId, HistoryCmdLine = InitiatingProcessCommandLine, HistoryProc = InitiatingProcessFileName;
let Nexts = DeviceProcessEvents
| project NextTime = TimeGenerated, NextDeviceId = DeviceId, NextSession = CreatedProcessSessionId, NextCmdLine = InitiatingProcessCommandLine, NextProc = InitiatingProcessFileName;
Hist
| join kind=inner (Nexts) on $left.HistoryDeviceId == $right.NextDeviceId and $left.HistorySession == $right.NextSession
| where NextTime > HistoryTime
| summarize arg_min(NextTime, NextCmdLine, NextProc) by HistoryTime, HistoryDeviceId, HistorySession, HistoryCmdLine, HistoryProc
| project HistoryTime, HistoryDeviceId, HistorySession, HistoryCmdLine, HistoryProc, NextTime, NextCmdLine, NextProc | Correct | 2 | 88.75s | 0.0057 |
| gpt-5-nano-medium | bash /root/AtomicRedTeam/atomics/T1059.004/src/AutoSUID.sh | let hist = DeviceProcessEvents
| where InitiatingProcessFileName in ("bash","sh","zsh","dash")
| where InitiatingProcessCommandLine contains "HISTSIZE=0" or InitiatingProcessCommandLine contains "export HISTSIZE=0"
| project hist_time = InitiatingProcessCreationTime, hist_line = InitiatingProcessCommandLine, session = InitiatingProcessSessionId;
let cand = DeviceProcessEvents
| where InitiatingProcessFileName in ("bash","sh","zsh","dash")
| project cand_time = InitiatingProcessCreationTime, cand_line = InitiatingProcessCommandLine, session = InitiatingProcessSessionId;
hist
| join kind=inner (cand) on session
| where cand_time > hist_time
| summarize next_time = min(cand_time) by hist_time, hist_line, session
| join kind=inner (cand) on session
| where cand_time == next_time
| project hist_time, hist_line, next_command = cand_line
| order by hist_time asc | Incorrect | 3 | 120.59s | 0.0060 |
| grok-3-beta | pwsh | DeviceProcessEvents
| where Timestamp > ago(90d)
| where ProcessCommandLine contains "HISTSIZE=0" or InitiatingProcessCommandLine contains "HISTSIZE=0"
| project Timestamp, DeviceId, DeviceName, AccountName, HistoryDisableCommandLine = ProcessCommandLine, InitiatingCommandLine = InitiatingProcessCommandLine
| join kind=inner (
DeviceProcessEvents
| where Timestamp > ago(90d)
| project Timestamp, DeviceId, AccountName, NextCommandLine = ProcessCommandLine, NextTimestamp = Timestamp
) on DeviceId, AccountName
| where NextTimestamp > Timestamp
| summarize arg_min(NextTimestamp, NextCommandLine) by Timestamp, DeviceId, DeviceName, AccountName, HistoryDisableCommandLine, InitiatingCommandLine
| project Timestamp, DeviceName, AccountName, HistoryDisableCommandLine, NextCommandLine, NextTimestamp
| order by Timestamp desc | Incorrect | 1 | 26.81s | 0.0308 |
| grok-3-mini-beta | whoami | DeviceProcessEvents
| where ProcessCommandLine contains "export HISTSIZE=0"
| project DeviceId, HistoryTime = TimeGenerated
| join kind=inner (
DeviceProcessEvents
) on DeviceId
| where TimeGenerated > HistoryTime
| summarize arg_min(TimeGenerated, NextCommand=ProcessCommandLine) by DeviceId, HistoryTime
| project NextCommand
| distinct NextCommand | Correct | 3 | 51.79s | 0.0047 |
| o1-high | whoami | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| order by DeviceId asc, TimeGenerated asc
| serialize
| extend NextCommandLine = next(ProcessCommandLine)
| extend NextProcessTime = next(TimeGenerated)
| where ProcessCommandLine has "export HISTSIZE=0"
| project DeviceName, NextProcessTime, NextCommandLine
| order by NextProcessTime asc | Correct | 2 | 105.02s | 0.6503 |
| o1-low | whoami | // Find processes where HISTSIZE was disabled
let TurnOffHistory = DeviceProcessEvents
| where ProcessCommandLine has "export HISTSIZE=0"
| project DeviceId, AccountSid, TurnOffTime=ProcessCreationTime;
// Join against all DeviceProcessEvents to find the earliest next command
TurnOffHistory
| join kind=inner (
DeviceProcessEvents
| project DeviceId, AccountSid, ProcessCreationTime, ProcessCommandLine
) on DeviceId, AccountSid
| where ProcessCreationTime > TurnOffTime
| summarize arg_min(ProcessCreationTime, *) by DeviceId, AccountSid, TurnOffTime
| project DeviceId, AccountSid, TurnOffTime, NextCommand=ProcessCommandLine | Correct | 2 | 127.81s | 0.5293 |
| o3-high | whoami | // Find the very first process that ran after the operator turned off bash history (export HISTSIZE=0)
// Time range is controlled by the surrounding workbook / hunting page and will be supplied automatically
let HistoryOffEvents = DeviceProcessEvents
| where ProcessCommandLine matches regex @"\bexport\b.*\bHISTSIZE\s*=\s*0\b"
| project DeviceId,
SessionId = InitiatingProcessSessionId,
HistOffTime = TimeGenerated,
HistOffCmd = ProcessCommandLine;
// For each “history-off” event, get the next command seen in the same device + shell session
DeviceProcessEvents
| extend SessionId = InitiatingProcessSessionId
| join kind=inner (HistoryOffEvents) on DeviceId, SessionId
| where TimeGenerated > HistOffTime // only events occurring after the export
| summarize arg_min(TimeGenerated, ProcessCommandLine) // pick the earliest one after the export
by DeviceId, SessionId, HistOffTime, HistOffCmd
| project DeviceId,
SessionId,
HistOffTime,
HistOffCmd,
NextCommandTime = TimeGenerated,
NextCommand = ProcessCommandLine
| order by HistOffTime asc | Correct | 2 | 103.05s | 0.0625 |
| o3-mini-high | nextCmd | let disableEvents =
DeviceProcessEvents
| where InitiatingProcessCommandLine contains "export HISTSIZE=0"
| project CreatedProcessSessionId, disable_time = ProcessCreationTime;
DeviceProcessEvents
| join kind=inner (disableEvents) on CreatedProcessSessionId
| where ProcessCreationTime > disable_time
| summarize nextCmd = arg_min(ProcessCreationTime, ProcessCommandLine) by CreatedProcessSessionId, disable_time
| project nextCmd
| Incorrect | 1 | 16.56s | 0.0128 |
| o3-mini-low | whoami | let disableEvents =
DeviceProcessEvents
| where ProcessCommandLine contains "HISTSIZE=0"
| project DeviceId, DisableTime = ProcessCreationTime, DisableCommand = ProcessCommandLine;
let subsequentCommands =
DeviceProcessEvents
| project DeviceId, ProcessCreationTime, NextCommand = ProcessCommandLine;
disableEvents
| join kind=inner (subsequentCommands) on DeviceId
| where ProcessCreationTime > DisableTime
| summarize FirstSubsequentCommand = arg_min(ProcessCreationTime, NextCommand) by DeviceId, DisableTime, DisableCommand
| project DeviceId, DisableTime, DisableCommand, FirstSubsequentCommand
| limit 1 | Correct | 3 | 43.45s | 0.0351 |
| o4-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0509 |
| o4-mini-low | whoami | let histOff = DeviceProcessEvents
| where ProcessCommandLine has "HISTSIZE=0"
| project DeviceId, Session = CreatedProcessSessionId, histTime = TimeGenerated;
histOff
| join kind=inner (
DeviceProcessEvents
| project DeviceId, Session = CreatedProcessSessionId, nextTime = TimeGenerated, nextCmd = ProcessCommandLine
) on DeviceId, Session
| where nextTime > histTime
| summarize arg_min(nextTime, nextCmd) by DeviceId, Session
| project DeviceId, CommandRunAfterHistOff = nextCmd, TimeRun = nextTime | Correct | 2 | 79.03s | 0.0231 |