Question Analysis
On a Linux endpoint, you suspect malicious clearing of the bash history by redirecting from the null device. Explore process or file events to uncover the exact shell command that performed this action.
b1251c35-dcd3-4ea1-86da-36d27b54f31f
Question ID
10/23
Models Correct
1
Valid Answer
43%
Success Rate
Reference Answer
Human-validated correct answer for this question
cat /dev/null > ~/.bash_history
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 | sh -c "cat /dev/null > ~/.bash_history" | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where FileName in ("bash", "sh", "dash", "ksh", "zsh")
| where (ProcessCommandLine contains "/dev/null >" and (ProcessCommandLine contains ".bash_history" or ProcessCommandLine contains ".history"))
or ProcessCommandLine contains "history -c"
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, InitiatingProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCreationTime
| order by TimeGenerated desc | Correct | 1 | 20.49s | 0.0115 |
gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0109 |
gpt-4-turbo-2024-04-09 | sh -c "cat /dev/null > ~/.bash_history" | DeviceProcessEvents
| where ProcessCommandLine contains 'history' and ProcessCommandLine contains '/dev/null' and ProcessCommandLine contains '>'
| project DeviceName, AccountName, ProcessCommandLine, TimeGenerated | Correct | 2 | 15.76s | 0.0962 |
gpt-4.1 | sh -c "cat /dev/null > ~/.bash_history" | DeviceProcessEvents
| where FileName in~ ("bash", "sh", "zsh", "dash")
| where ProcessCommandLine has_any ("> ~/.bash_history", ": > ~/.bash_history", "/dev/null > ~/.bash_history", "cat /dev/null > ~/.bash_history")
| project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine, InitiatingProcessCommandLine | Correct | 1 | 6.64s | 0.0118 |
gpt-4.1-finetuned | sh -c "cat /dev/null > ~/.bash_history" | DeviceProcessEvents
| where ProcessCommandLine contains "> ~/.bash_history" or ProcessCommandLine contains " >~/.bash_history" or (ProcessCommandLine contains "bash_history" and ProcessCommandLine contains ">")
| sort by TimeGenerated desc
| project TimeGenerated, DeviceName, ProcessCommandLine, AccountName, InitiatingProcessCommandLine, InitiatingProcessAccountName
| top 10 by TimeGenerated desc
| Correct | 5 | 32.14s | 0.0344 |
gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0065 |
gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0019 |
gpt-4o | sh -c "cat /dev/null > ~/.bash_history" | DeviceProcessEvents
| where InitiatingProcessCommandLine has "bash" and ProcessCommandLine contains "/dev/null"
| summarize arg_max(TimeGenerated, *) by DeviceId, ProcessId
| project TimeGenerated, DeviceName, InitiatingProcessCommandLine, ProcessCommandLine, InitiatingProcessAccountName, InitiatingProcessId | Correct | 3 | 30.35s | 0.0390 |
gpt-5-high | cat /dev/null > ~/.bash_history | let linuxDeviceIds = DeviceInfo
| where OSPlatform =~ "Linux"
| distinct DeviceId;
let SuspectProc = DeviceProcessEvents
| where DeviceId in (linuxDeviceIds)
| extend cmd = tolower(ProcessCommandLine)
| where cmd has "/dev/null"
| where cmd has ".bash_history" or cmd matches regex @"\bhistfile\b"
| extend Technique = case(
cmd has "ln " and cmd has "/dev/null", "Symlink history to /dev/null",
cmd has "dd " and cmd has "if=/dev/null", "dd if=/dev/null to history",
cmd has "cp " and cmd has "/dev/null", "cp /dev/null over history",
cmd has "cat " and cmd has "/dev/null", "cat /dev/null > history",
"Other via /dev/null")
| project ProcTime=TimeGenerated, DeviceId, DeviceName, AccountName, FileName, ProcessId, ProcessCommandLine, InitiatingProcessId, InitiatingProcessFileName, InitiatingProcessCommandLine, Technique;
let HistFileOps = DeviceFileEvents
| where DeviceId in (linuxDeviceIds)
| where ActionType in ("FileDeleted","FileCreated","FileModified","FileRenamed")
| where FileName == ".bash_history" or FolderPath has "/.bash_history"
| project FileEventTime=TimeGenerated, DeviceId, DeviceName, FileActionType=ActionType, FolderPath, FileName, InitiatingProcessAccountName, InitiatingProcessFileName, InitiatingProcessCommandLine, ReportId;
SuspectProc
| join kind=leftouter HistFileOps on DeviceId
| where isnull(FileEventTime) or (FileEventTime between (ProcTime-10m .. ProcTime+10m))
| project ProcTime, DeviceName, AccountName, ProcessCommandLine, Technique, FileEventTime, FileActionType, FolderPath, HistFileEventInitiatorFile=InitiatingProcessFileName1, HistFileEventInitiatorCmd=InitiatingProcessCommandLine1
| order by ProcTime desc | Correct | 2 | 198.99s | 0.1319 |
gpt-5-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0208 |
gpt-5-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0178 |
gpt-5-mini-medium | cat /dev/null > ~/.bash_history | union isfuzzy=true DeviceProcessEvents, DeviceFileEvents, DeviceEvents
| extend ProcessCommandLine = tostring(coalesce(ProcessCommandLine, InitiatingProcessCommandLine, "")),
InitiatingProcessCommandLine = tostring(InitiatingProcessCommandLine),
FileName = tostring(FileName),
FolderPath = tostring(FolderPath),
AdditionalFields = tostring(AdditionalFields)
// Filter rows that reference /dev/null and a bash history file (in cmd, filename, folder or additional fields)
| where (
(ProcessCommandLine contains "/dev/null" or InitiatingProcessCommandLine contains "/dev/null" or AdditionalFields contains "/dev/null")
and (ProcessCommandLine contains "bash_history" or InitiatingProcessCommandLine contains "bash_history" or FileName contains "bash_history" or FolderPath contains "bash_history" or AdditionalFields contains "bash_history")
)
or (
// file events on a bash_history file where the initiating/observed command referenced /dev/null
FileName contains "bash_history" and (ProcessCommandLine contains "/dev/null" or InitiatingProcessCommandLine contains "/dev/null" or AdditionalFields contains "/dev/null")
)
or (
// catch common overwrite/truncate patterns that target bash_history even if /dev/null token isn't on the same row
(ProcessCommandLine matches regex @"(?i).*\b(cat|cp|truncate|:|echo|printf|>|>>).*(bash_history|\\.bash_history|~/\\.bash_history).*" )
or (InitiatingProcessCommandLine matches regex @"(?i).*\b(cat|cp|truncate|:|echo|printf|>|>>).*(bash_history|\\.bash_history|~/\\.bash_history).*" )
)
| extend evidenceCmd = iff(strlen(ProcessCommandLine) > 0, ProcessCommandLine, InitiatingProcessCommandLine)
// extract short snippets to show the redirection or command that affected the history file
| extend devnull_snippet = extract(@"(?i)[^;\n]{0,200}(/dev\/null[^;\n]{0,200})", 0, evidenceCmd),
redirect_snippet = extract(@"(?i)[^;\n]{0,200}(?:cat|cp|truncate|:|echo|printf|>|>>)[^;\n]{0,200}(?:bash_history|\\.bash_history|~\/\\.bash_history)[^;\n]{0,200}", 0, evidenceCmd)
| project TimeGenerated, DeviceName, AccountName, InitiatingProcessAccountName, ProcessId, InitiatingProcessId, ProcessCommandLine = evidenceCmd, InitiatingProcessCommandLine, FileName, FolderPath, ActionType, devnull_snippet, redirect_snippet, AdditionalFields, SourceSystem, ReportId
| order by TimeGenerated desc
| take 200 | Correct | 2 | 58.26s | 0.0154 |
gpt-5-nano-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0124 |
gpt-5-nano-medium | export HISTFILE="/dev/null" | let tFrom = ago(1d);
let tTo = now();
let procHits = DeviceProcessEvents
| where TimeGenerated between (tFrom .. tTo)
| where (InitiatingProcessCommandLine contains "bash" or ProcessCommandLine contains "bash")
| where (
InitiatingProcessCommandLine contains "/dev/null" or ProcessCommandLine contains "/dev/null"
or InitiatingProcessCommandLine contains "> ~/.bash_history" or InitiatingProcessCommandLine contains ">/.bash_history"
or ProcessCommandLine contains "> ~/.bash_history" or ProcessCommandLine contains ">/.bash_history"
or InitiatingProcessCommandLine contains "cat /dev/null"
or InitiatingProcessCommandLine contains "truncate -s 0 ~/.bash_history"
or InitiatingProcessCommandLine contains "history -c"
)
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, InitiatingProcessCommandLine, ProcessCommandLine, InitiatingProcessFolderPath, FolderPath, FileName, InitiatingProcessId, ProcessId;
let fileHits = DeviceFileEvents
| where TimeGenerated between (tFrom .. tTo)
| where (FolderPath contains ".bash_history" or FileName contains ".bash_history" or FileName contains "bash_history")
| project TimeGenerated, DeviceName, FolderPath, FileName, ActionType, InitiatingProcessCommandLine;
procHits
| union fileHits
| order by TimeGenerated desc
| take 200 | Incorrect | 2 | 64.21s | 0.0046 |
grok-3-beta | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0938 |
grok-3-mini-beta | cat /dev/null > ~/.bash_history | let LinuxDevices = DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (LinuxDevices)
| where ProcessCommandLine contains "history" and ProcessCommandLine contains "-c" and ProcessCommandLine contains "/dev/null"
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, ProcessId
| order by TimeGenerated desc | Correct | 1 | 19.71s | 0.0018 |
o1-high | cat | union DeviceProcessEvents, DeviceFileEvents
| where TimeGenerated >= ago(30d)
// Restrict to Linux devices
| join kind=inner (
DeviceInfo
| where OSPlatform =~ "Linux"
| distinct DeviceId
) on DeviceId
// Filter for command lines referencing /dev/null and bash_history,
// or file references indicating .bash_history modifications.
| where ( (isnotempty(ProcessCommandLine) and ProcessCommandLine has_all ("/dev/null", "bash_history"))
or (isnotempty(InitiatingProcessCommandLine) and InitiatingProcessCommandLine has_all ("/dev/null", "bash_history"))
or FileName == ".bash_history")
// Return key data fields
| project TimeGenerated, DeviceName, ActionType,
ProcessCommandLine, InitiatingProcessCommandLine,
FolderPath, FileName
// Sort and limit to reduce result size
| order by TimeGenerated desc
| limit 1000 | Incorrect | 3 | 90.57s | 0.6543 |
o1-low | cat/dev/null>~/.bash_history | DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId, DeviceName
| join kind=inner (
DeviceProcessEvents
| where ActionType == "ProcessCreated"
// Adjust to match desired pattern of suspicious commands
| where ProcessCommandLine has "/dev/null"
| where ProcessCommandLine has_any ("bash_history", ".bash_history")
) on DeviceId
| project TimeGenerated, DeviceName, AccountName, InitiatingProcessCommandLine, ProcessCommandLine
| order by TimeGenerated desc
| limit 100 | Incorrect | 2 | 74.46s | 0.5151 |
o3-high | cat /dev/null > ~/.bash_history | // ---- hunting: suspicious bash-history wipe by redirecting /dev/null ----
let startTime = ago(7d); // <-- portal will overwrite
let endTime = now(); // <-- portal will overwrite
// Pull Linux devices only
let LinuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| project DeviceId;
// 1. Process executions that redirect /dev/null into .bash_history
let ProcWipe = DeviceProcessEvents
| where TimeGenerated between (startTime .. endTime)
| where DeviceId in (LinuxDevices)
// classical pattern: both tokens should exist in the same command line
| where ProcessCommandLine contains "/dev/null" and ProcessCommandLine contains ".bash_history"
| extend Evidence = "Process redirected /dev/null into bash_history"
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, FileName, FolderPath, Evidence;
// 2. Low-level file activity against the bash_history file that indicates truncate/delete/overwrite
let FileWipe = DeviceFileEvents
| where TimeGenerated between (startTime .. endTime)
| where DeviceId in (LinuxDevices)
| where FileName == ".bash_history" or FolderPath endswith ".bash_history"
| where ActionType in ("FileTruncated", "FileOverwritten", "FileDeleted", "FileRenamed", "FileCreated")
| extend Evidence = strcat("File event: ", ActionType)
| project TimeGenerated, DeviceName, AccountName = InitiatingProcessAccountName,
ProcessCommandLine = InitiatingProcessCommandLine,
FileName, FolderPath, Evidence;
// 3. Combine and sort
union ProcWipe, FileWipe
| sort by TimeGenerated desc | Correct | 1 | 51.71s | 0.0291 |
o3-mini-high | cat | union withsource=TableName DeviceProcessEvents, DeviceFileEvents
| extend CommandLine = iif(isnotempty(InitiatingProcessCommandLine), InitiatingProcessCommandLine, ProcessCommandLine)
| where CommandLine contains "/dev/null" and CommandLine contains "history"
| project TimeGenerated, DeviceName, TableName, CommandLine, FileName, FolderPath, ActionType
| sort by TimeGenerated desc
| limit 200 | Incorrect | 2 | 102.21s | 0.0229 |
o3-mini-low | cat | DeviceProcessEvents
| where ProcessCommandLine contains "/dev/null"
| where ProcessCommandLine contains "bash_history"
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, InitiatingProcessCommandLine
| sort by TimeGenerated desc | Incorrect | 1 | 59.58s | 0.0172 |
o4-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0463 |
o4-mini-low | cat /dev/null > ~/.bash_history | let proc = DeviceProcessEvents
| where ProcessCommandLine contains "/dev/null" and ProcessCommandLine contains "bash_history"
or ProcessCommandLine contains "history -c"
| project TimeGenerated, DeviceName, User = InitiatingProcessAccountName, CommandLine = ProcessCommandLine;
let file = DeviceFileEvents
| where FileName endswith ".bash_history" and ActionType in ("FileCreated", "FileModified")
| project TimeGenerated, DeviceName, User = InitiatingProcessAccountName, CommandLine = InitiatingProcessCommandLine, File = FileName, ActionType;
proc
| union file
| sort by TimeGenerated desc | Correct | 1 | 42.52s | 0.0132 |