Question Analysis
A suspicious file modification on a Linux device targeted the ~/.bash_profile file, apparently adding a new line. What was the full command string that was appended?
94500ae1-7e31-47e3-886b-c328da46872f
Question ID
7/23
Models Correct
1
Valid Answer
30%
Success Rate
Reference Answer
Human-validated correct answer for this question
echo "Hello from Atomic Red Team T1546.004" > /tmp/T1546.004
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 | 0.0290 |
gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0112 |
gpt-4-turbo-2024-04-09 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.2337 |
gpt-4.1 | echo "Hello from Atomic Red Team T1546.004" > /tmp/T1546.004 | DeviceFileEvents
| where FileName == ".bash_profile"
| where FolderPath startswith "/home/" or FolderPath endswith "/.bash_profile"
| where ActionType in ("FileCreated", "FileModified", "FileWrite", "FileWritten")
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, InitiatingProcessCommandLine, FolderPath, FileName, AdditionalFields
| extend AppendedContent = tostring(AdditionalFields.content_added)
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, InitiatingProcessCommandLine, FolderPath, AppendedContent | Correct | 2 | 17.45s | 0.0233 |
gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0334 |
gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0075 |
gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0015 |
gpt-4o | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0634 |
gpt-5-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.3832 |
gpt-5-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0216 |
gpt-5-mini-low | sh -c 'echo 'echo "Hello from Atomic Red Team T1546.004" > /tmp/T1546.004' >> ~/.bash_profile' | let target = "bash_profile";
union DeviceFileEvents, DeviceEvents, DeviceProcessEvents
| where FileName has target or FolderPath has target or InitiatingProcessCommandLine has target or ProcessCommandLine has target or tostring(AdditionalFields) has target
| extend Context = tostring(coalesce(InitiatingProcessCommandLine, ProcessCommandLine, AdditionalFields))
// try to extract common append patterns: echo/printf with >>, sed -i append, here-doc (cat <<EOF >> file)
| extend echo_match = extract(@"(?i)([^;\n]{0,300}>>\s*(?:~/)?\.?bash_profile)", 1, Context)
| extend sed_match = extract(@"(?i)(sed\s+-i[^\r\n]*\$?a\\[^\n\r]*\s+(?:~/)?\.?bash_profile)", 1, Context)
| extend heredoc_match = extract(@"(?i)(<<[^>\n\r]{0,200}>>\s*(?:~/)?\.?bash_profile)", 1, Context)
| extend appended_command = trim(" ", coalesce(echo_match, sed_match, heredoc_match))
| where isnotempty(appended_command)
| project TimeGenerated, DeviceName, FileName, FolderPath, ActionType, InitiatingProcessFileName, InitiatingProcessId, InitiatingProcessCommandLine, ProcessCommandLine, appended_command, AdditionalFields
| order by TimeGenerated desc
| take 50 | Correct | 1 | 51.71s | 0.0102 |
gpt-5-mini-medium | sh -c 'echo 'echo "Hello from Atomic Red Team T1546.004" > /tmp/T1546.004' >> ~/.bash_profile' | // Search for .bash_profile modifications and extract appended command strings
union isfuzzy=true DeviceFileEvents, DeviceEvents
| where TimeGenerated >= ago(7d)
// Filter likely file write/modify actions
| where ActionType has_any ("FileCreated","FileModified","FileWrite","FileChange","FileWriteEnd","FileAttributeChanged","FileOverwritten","Modified","Write","Append","Update","FileSaved")
// Narrow to bash_profile filename or path
| where FileName has "bash_profile" or FolderPath has "bash_profile" or FileName endswith "bash_profile" or FolderPath endswith "bash_profile"
// Safely parse AdditionalFields if present
| extend AdditionalFields_dyn = iif(isnull(AdditionalFields) or tostring(AdditionalFields) == "", dynamic({}), todynamic(AdditionalFields))
// Try to extract appended command from common keys
| extend appended_command = coalesce(
tostring(AdditionalFields_dyn.append),
tostring(AdditionalFields_dyn.appended),
tostring(AdditionalFields_dyn.appended_text),
tostring(AdditionalFields_dyn.apendedCommand),
tostring(AdditionalFields_dyn.new_line),
tostring(AdditionalFields_dyn.NewLine),
tostring(AdditionalFields_dyn.command),
tostring(AdditionalFields_dyn.Command),
tostring(AdditionalFields_dyn.Content),
tostring(AdditionalFields_dyn.lines),
tostring(AdditionalFields_dyn.line),
tostring(RegistryValueData),
tostring(PreviousFileName),
tostring(PreviousFolderPath)
)
// Also consider command lines from processes and other fields
| extend possible_cmds = pack_array(
appended_command,
tostring(InitiatingProcessCommandLine),
tostring(ProcessCommandLine),
tostring(AdditionalFields_dyn.command_line),
tostring(AdditionalFields_dyn.cmd),
tostring(AdditionalFields_dyn.cmdline),
tostring(RegistryValueData),
tostring(PreviousFileName)
)
// Unpack possible command candidates
| mv-expand possible_cmd = possible_cmds to typeof(string)
| where isnotempty(possible_cmd)
// Clean whitespace
| extend possible_cmd = trim(" \t\n\r", possible_cmd)
// Group identical appended strings and show sample events (limit samples to 10 per group)
| summarize Count = count(), Samples = take_any(pack('TimeGenerated', TimeGenerated,'DeviceName', DeviceName,'ActionType', ActionType,'FileName', FileName,'FolderPath', FolderPath,'InitiatingProcessFileName', InitiatingProcessFileName,'InitiatingProcessCommandLine', InitiatingProcessCommandLine,'ProcessCommandLine', ProcessCommandLine,'Extracted', possible_cmd), 10) by possible_cmd
| where Count > 0
| order by Count desc
| project AppendedCommand = possible_cmd, Count, Samples
| take 100 | Correct | 4 | 44.10s | 0.0129 |
gpt-5-nano-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0083 |
gpt-5-nano-medium | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0100 |
grok-3-beta | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0907 |
grok-3-mini-beta | echo 'echo "Hello from Atomic Red Team T1546.004" > /tmp/T1546.004' | DeviceFileEvents
| where FolderPath endswith '/.bash_profile' and ActionType in~ ('FileCreate', 'FileCreated', 'FileModify', 'FileModified')
| join kind=inner (DeviceInfo | where OSPlatform == 'Linux') on DeviceId
| project Timestamp, DeviceName, FolderPath, InitiatingProcessCommandLine
| order by Timestamp desc
| take 10 | Correct | 2 | 27.78s | 0.0032 |
o1-high | sh -c 'echo 'echo "Hello from Atomic Red Team T1546.004" > /tmp/T1546.004' >> ~/.bash_profile' | DeviceProcessEvents
| join kind=inner (
DeviceInfo
| where tolower(OSPlatform) == "linux"
) on DeviceId
| where tolower(ProcessCommandLine) has ".bash_profile"
// Filter for known shell appends like >>. You can broaden or adjust as needed.
// If you specifically suspect 'echo "content" >> ~/.bash_profile', you might do:
// where tolower(ProcessCommandLine) has " >> "
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine
| order by TimeGenerated desc | Correct | 3 | 98.27s | 0.7446 |
o1-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.7346 |
o3-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0854 |
o3-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0431 |
o3-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0427 |
o4-mini-high | sh -c 'echo 'echo "Hello from Atomic Red Team T1546.004" > /tmp/T1546.004' >> ~/.bash_profile' | // 1. Identify all Linux devices
let LinuxDeviceIds = DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId;
// 2. Find .bash_profile file events on Linux devices
DeviceFileEvents
| where DeviceId in (LinuxDeviceIds)
| where FileName == ".bash_profile"
| where ActionType in ("FileCreated", "FileModified", "FileOverwritten")
// 3. Filter for append operations
| where InitiatingProcessCommandLine has ">>" or InitiatingProcessCommandLine has "tee -a"
// 4. Project relevant details
| project TimeGenerated,
DeviceName,
FilePath = strcat(FolderPath, "/", FileName),
AppendingProcess = InitiatingProcessFileName,
AppendingCommandLine = InitiatingProcessCommandLine
// 5. Sort by time
| sort by TimeGenerated desc | Correct | 5 | 154.74s | 0.0492 |
o4-mini-low | echo "Hello from Atomic Red Team T1546.004" > /tmp/T1546.004 | DeviceFileEvents
| where FileName == ".bash_profile"
| where ActionType in ("FileModified", "FileCreated")
| extend FullPath = strcat(FolderPath, "/", FileName)
| where FullPath endswith "/.bash_profile"
| project TimeGenerated, DeviceName, InitiatingUser = strcat(InitiatingProcessAccountName, "@", InitiatingProcessAccountDomain), InitiatingProcessFile = InitiatingProcessFileName, InitiatingProcessId, CommandLine = InitiatingProcessCommandLine
| sort by TimeGenerated desc | Correct | 2 | 72.81s | 0.0226 |