Question Analysis
On Linux, review file events for changes in the system-wide shell profile directory. Determine the name of the script file in /etc/profile.d that shows evidence of an unauthorized append.
8fe2ccfd-f079-4c03-b1a9-bd9b362b67d4
Question ID
7/23
Models Correct
1
Valid Answer
30%
Success Rate
Reference Answer
Human-validated correct answer for this question
bash_completion.sh
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 | 0.0189 |
gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0108 |
gpt-4-turbo-2024-04-09 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.2259 |
gpt-4.1 | bash_completion.sh | DeviceFileEvents
| where FolderPath startswith "/etc/profile.d"
| where ActionType in~ ("FileModified", "FileCreated", "FileAppended")
| extend operationType = tostring(parse_json(tostring(AdditionalFields))["operationType"])
| where isempty(operationType) or operationType has_any("append", "Appended", "APPEND")
| project TimeGenerated, DeviceName, FileName, FolderPath, InitiatingProcessAccountName, InitiatingProcessCommandLine, ActionType, operationType
| order by TimeGenerated desc | Correct | 2 | 13.00s | 0.0228 |
gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0423 |
gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0073 |
gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0013 |
gpt-4o | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0534 |
gpt-5-high | bash_completion.sh | let profileDir = "/etc/profile.d/";
DeviceFileEvents
| join kind=inner (
DeviceInfo
| where OSPlatform == "Linux"
| project DeviceId
) on DeviceId
| where FolderPath startswith profileDir
| where ActionType in ("FileCreated", "FileModified", "FileRenamed", "FileContentModified")
| where InitiatingProcessCommandLine has ">>"
or InitiatingProcessCommandLine has "tee -a"
or tostring(AdditionalFields) contains "O_APPEND"
| project TimeGenerated, DeviceName, FolderPath, FileName, ActionType,
InitiatingProcessAccountName, InitiatingProcessFileName, InitiatingProcessCommandLine
| order by TimeGenerated desc
| summarize Latest=max(TimeGenerated), SampleCommands=make_set(InitiatingProcessCommandLine, 5) by FileName, FolderPath
| order by Latest desc | Correct | 1 | 70.41s | 0.0464 |
gpt-5-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0215 |
gpt-5-mini-low | bash_completion.sh | let targetDir = '/etc/profile.d';
// File-level events touching /etc/profile.d
let fileEvents = DeviceFileEvents
| where isnotempty(FolderPath)
| where FolderPath has targetDir
| where tolower(coalesce(ActionType,'')) has_any('modify','write','append','create','change','overwrite')
or FileName endswith '.sh'
or tostring(AdditionalFields) contains 'append'
| extend FullPath = replace_string(strcat(FolderPath, '/', FileName), '//', '/')
| project TimeGenerated, DeviceName, FullPath, FolderPath, FileName, ActionType, FileSize, PreviousFileName, PreviousFolderPath, AdditionalFields, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessId, InitiatingProcessAccountName, Source = 'fileEvent';
// Process events that indicate appending/redirecting into /etc/profile.d
let procAppendIndicators = DeviceProcessEvents
| where isnotempty(ProcessCommandLine)
| where tolower(ProcessCommandLine) contains '>>' or tolower(ProcessCommandLine) contains 'tee -a' or ProcessCommandLine matches regex '(>/etc/profile.d/|>>/etc/profile.d/|tee\\s+-a\\s+/etc/profile.d/|echo\\s+.*>>\\s*/etc/profile.d/)'
| extend FileMention = extract('/etc/profile.d/([^\\s/]+)', 1, ProcessCommandLine)
| extend FullPath = iif(isnotempty(FileMention), strcat('/etc/profile.d/', FileMention), '')
| project TimeGenerated, DeviceName, FullPath, ProcessCommandLine, ProcessId, ProcessFileName = FileName, InitiatingProcessAccountName = AccountName, Source = 'procEvent';
// Combine and summarize suspicious script names
fileEvents
| union procAppendIndicators
| extend SuspectReason = case(
tostring(AdditionalFields) contains 'append', 'AdditionalFields indicates append',
tolower(coalesce(InitiatingProcessCommandLine, ProcessCommandLine, '')) contains '>>' or tolower(coalesce(InitiatingProcessCommandLine, ProcessCommandLine, '')) contains 'tee -a', 'Process command line shows append/tee -a',
tolower(coalesce(ActionType,'')) contains 'create', 'Created',
'File modified or accessed')
| extend ScriptName = tostring(coalesce(FileName, extract('/etc/profile.d/([^/\\s]+)',1,FullPath)))
| where isnotempty(ScriptName)
| summarize Count = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated), Devices = make_set(DeviceName, 50), Commands = make_set(coalesce(InitiatingProcessCommandLine, ProcessCommandLine), 50), Reasons = make_set(SuspectReason, 10) by ScriptName, FullPath
| order by Count desc
| take 50 | Correct | 3 | 77.76s | 0.0177 |
gpt-5-mini-medium | bash_completion.sh | union DeviceFileEvents, DeviceEvents
| where FolderPath has "/etc/profile.d"
// Narrow to likely shell/profile scripts
| where FileName endswith ".sh" or FileName contains "profile" or FileName contains ".bash"
| extend FullPath = strcat(FolderPath, iff(FolderPath endswith "/", "", "/"), FileName)
// normalize command/source fields across tables
| extend initiating_cmd = coalesce(InitiatingProcessCommandLine, ProcessCommandLine, AdditionalFields.CommandLine, tostring(AdditionalFields.CommandLine), "")
| extend initiator = coalesce(InitiatingProcessFileName, InitiatingProcessFileName, "(unknown)")
// look for evidence of append operations or commands that append content
| where initiating_cmd contains ">>" or initiating_cmd contains "tee -a" or initiating_cmd matches regex @"\becho\b.*>>" or initiating_cmd matches regex @"\bprintf\b.*>>" or initiating_cmd matches regex @"\btee\b.*-a"
| project TimeGenerated, DeviceName, initiator, InitiatingProcessAccountName, FileName, FullPath, ActionType, initiating_cmd, PreviousFileName, MD5, SHA256
| summarize FirstSeen=min(TimeGenerated), LastSeen=max(TimeGenerated), Count=count(), SampleCommand=any(initiating_cmd), InitiatingProcesses=make_set(initiator, 5) by FileName, FullPath, DeviceName, MD5, SHA256
| sort by LastSeen desc, Count desc
| take 50 | Correct | 1 | 24.43s | 0.0059 |
gpt-5-nano-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0074 |
gpt-5-nano-medium | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0077 |
grok-3-beta | bash_completion.sh | DeviceFileEvents
| where FolderPath contains "/etc/profile.d"
| where ActionType in ("FileModified", "FileCreated")
| join kind=inner (
DeviceInfo
| where OSPlatform == "Linux"
) on DeviceId
| project Timestamp, DeviceName, FileName, FolderPath, ActionType, InitiatingProcessFileName, InitiatingProcessAccountName, InitiatingProcessCommandLine
| order by Timestamp desc | Correct | 1 | 10.79s | 0.0270 |
grok-3-mini-beta | bash_completion.sh | DeviceInfo
| where OSPlatform == 'Linux'
| project DeviceId, DeviceName
| join kind=inner (
DeviceFileEvents
| where FolderPath startswith '/etc/profile.d/'
| where ActionType has_any ('FileModified', 'FileCreated') // Targeting common actions for modifications or creations that could involve appends
| where InitiatingProcessCommandLine contains '>>' or InitiatingProcessCommandLine contains 'echo' // Filtering for command lines that suggest appending content
| project DeviceId, FileName, ActionType, Timestamp, InitiatingProcessCommandLine
) on DeviceId
| summarize arg_max(Timestamp, *) by DeviceId, FileName
| project DeviceId, DeviceName, FileName, ActionType, Timestamp, InitiatingProcessCommandLine
| order by Timestamp desc | Correct | 4 | 54.15s | 0.0060 |
o1-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.7645 |
o1-low | bash_completion.sh | DeviceInfo
| where OSPlatform =~ "Linux"
| distinct DeviceId, DeviceName
| join kind=inner (
DeviceFileEvents
// Look for events within /etc/profile.d directory
| where FolderPath startswith "/etc/profile.d"
// Filter by file actions that may signify a file write or append
| where ActionType in ("FileModified", "FileCreated", "FileAppended") or AdditionalFields has "append"
) on DeviceId
| project TimeGenerated,
DeviceName,
FolderPath,
FileName,
ActionType,
InitiatingProcessAccountName,
InitiatingProcessCommandLine,
AdditionalFields
| order by TimeGenerated desc | Correct | 4 | 80.37s | 0.6488 |
o3-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0828 |
o3-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0423 |
o3-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0375 |
o4-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0404 |
o4-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0408 |