Question Analysis

Investigate recent file modification events on Linux that could reveal an adversary appending commands to a user’s ~/.profile for persistence. Determine the exact command that was added.

bbdb06bc-bab6-4f5b-8232-ba3fbed51d77
Question ID
4/23
Models Correct
1
Valid Answer
17%
Success Rate
Reference Answer

Human-validated correct answer for this question

echo '# Atomic Red Team was here... T1546.004' >> ~/.profile
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
# Atomic Red Team was here... T1546.004
DeviceProcessEvents | where ActionType == "ProcessCreated" | where ProcessCommandLine contains ">>" | where ProcessCommandLine contains ".profile" and (ProcessCommandLine contains "/home/" or ProcessCommandLine contains "~/") | project Timestamp, DeviceName, AccountName, InitiatingProcessFileName, ProcessCommandLine, InitiatingProcessCommandLine | order by Timestamp desc
Correct
5
80.22s
0.0417
gpt-35-turbo
No answer provided
No query generated
Incorrect
5
0.00s
0.0110
gpt-4-turbo-2024-04-09
No answer provided
No query generated
Incorrect
5
0.00s
0.2325
gpt-4.1
No answer provided
No query generated
Incorrect
5
0.00s
0.0388
gpt-4.1-finetuned
No answer provided
No query generated
Incorrect
5
0.00s
0.0646
gpt-4.1-mini
No answer provided
No query generated
Incorrect
5
0.00s
0.0061
gpt-4.1-nano
No answer provided
No query generated
Incorrect
5
0.00s
0.0014
gpt-4o
No answer provided
No query generated
Incorrect
5
0.00s
0.0668
gpt-5-high
# Atomic Red Team was here... T1546.004
DeviceFileEvents | where ActionType in ("FileCreated", "FileModified") | where FolderPath matches regex "^(/home/[^/]+|/root)/\\.profile$" | join kind=inner ( DeviceInfo | where OSPlatform =~ "Linux" | project DeviceId, DeviceName, OSPlatform, MachineGroup ) on DeviceId | extend TargetUser = iif(FolderPath matches regex "^/root/\\.profile$", "root", extract("/home/([^/]+)/", 1, FolderPath)) // Attempt to extract the exact content appended using common techniques | extend AddedEchoS = extract("echo\\s+(?:-e\\s+)?'([^']+)'[^\\n]*>>\\s*(?:/home|~|/root).*/\\.profile", 1, InitiatingProcessCommandLine) | extend AddedEchoD = extract("echo\\s+(?:-e\\s+)?\\\"([^\\\"]+)\\\"[^\\n]*>>\\s*(?:/home|~|/root).*/\\.profile", 1, InitiatingProcessCommandLine) | extend AddedPrintf = extract("printf\\s+(?:-e\\s+)?['\\\"]([^'\\\"]+)['\\\"]\\s*>>\\s*(?:/home|~|/root).*/\\.profile", 1, InitiatingProcessCommandLine) | extend AddedSedA = extract("sed[^\\n]*\\$\\s*a\\\\([^\\n]+)['\\\"]?\\s+(?:/home|~|/root).*/\\.profile", 1, InitiatingProcessCommandLine) | extend AddedTeeHere = extract("<<<\\s*'([^']+)'[^\\n]*tee\\s+-a\\s+(?:/home|~|/root).*/\\.profile", 1, InitiatingProcessCommandLine) // Handle base64: echo <b64> | base64 -d >> ~/.profile | extend AddedB64Raw1 = extract("echo\\s+'([A-Za-z0-9+/=]{16,})'\\s*\\|\\s*base64\\s+-d[^\\n]*>>\\s*(?:/home|~|/root).*/\\.profile", 1, InitiatingProcessCommandLine) | extend AddedB64Raw2 = extract("echo\\s+\\\"([A-Za-z0-9+/=]{16,})\\\"\\s*\\|\\s*base64\\s+-d[^\\n]*>>\\s*(?:/home|~|/root).*/\\.profile", 1, InitiatingProcessCommandLine) | extend AddedB64 = coalesce(AddedB64Raw1, AddedB64Raw2) | extend AddedB64Decoded = iif(isnotempty(AddedB64), base64_decode_tostring(AddedB64), "") | extend AppendedCommand = coalesce(AddedEchoS, AddedEchoD, AddedPrintf, AddedSedA, AddedTeeHere, AddedB64Decoded) | project TimeGenerated, DeviceName, DeviceId, MachineGroup, FolderPath, TargetUser, ActionType, InitiatingProcessAccountName, InitiatingProcessFileName, InitiatingProcessCommandLine, AppendedCommand | order by TimeGenerated desc
Incorrect
1
155.22s
0.0932
gpt-5-mini-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0245
gpt-5-mini-low
echo '# Atomic Red Team was here... T1546.004' >> ~/.profile
let profileFileEvents = DeviceFileEvents | where FileName == ".profile" or FileName endswith ".profile" or FolderPath has '/home/' | where tolower(ActionType) contains "modify" or tolower(ActionType) contains "write" or tolower(ActionType) contains "change" or tolower(ActionType) contains "created" | project FileEventTime=Timestamp, DeviceId, DeviceName, FileName, FolderPath, InitiatingProcessId, InitiatingProcessAccountName, InitiatingProcessCommandLine, ActionType, AdditionalFields; let procCandidates = DeviceProcessEvents | where ProcessCommandLine has ".profile" or ProcessCommandLine matches regex @"(?i)(>>\s*~?\/|tee\s+-a\s+.*\.profile|printf\s+.*>>.*\.profile|echo\s+.*>>.*\.profile|cat\s+<<.*>>.*\.profile)" | project ProcessTime=Timestamp, DeviceId, ProcessId, ProcAccountName=InitiatingProcessAccountName, ProcessCommandLine, ProcessCreationTime; profileFileEvents | join kind=leftouter procCandidates on DeviceId, $left.InitiatingProcessId == $right.ProcessId | extend AppendedText_Echo = extract('echo\\s+[\'\"]?(.*?)[\'\"]?\\s*>>\\s*(?:~|/home/[^/]+)?/\\.profile', 1, ProcessCommandLine) | extend AppendedText_Printf = extract('printf\\s+[\'\"]?(.*?)[\'\"]?\\s*>>\\s*(?:~|/home/[^/]+)?/\\.profile', 1, ProcessCommandLine) | extend AppendedText_Tee = extract('echo\\s+[\'\"]?(.*?)[\'\"]?\\s*\\|\\s*tee\\s+-a\\s+(?:~|/home/[^/]+)?/\\.profile', 1, ProcessCommandLine) | extend Appended = coalesce(AppendedText_Echo, AppendedText_Printf, AppendedText_Tee, tostring(AdditionalFields['content'])) | project FileEventTime, ProcessTime, DeviceName, DeviceId, Account=coalesce(InitiatingProcessAccountName, ProcAccountName), FilePath= strcat(FolderPath, "/", FileName), ActionType, ProcessCommandLine, Appended | order by FileEventTime desc | take 200
Correct
1
61.53s
0.0119
gpt-5-mini-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0184
gpt-5-nano-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0093
gpt-5-nano-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0091
grok-3-beta
No answer provided
No query generated
Incorrect
5
0.00s
0.0896
grok-3-mini-beta
# Atomic Red Team was here... T1546.004
DeviceInfo | where OSPlatform == "Linux" | project DeviceId | join kind=inner ( DeviceProcessEvents | where ProcessCommandLine matches regex @'.*\.profile.*' | where ProcessCommandLine matches regex @'.*(echo|cat|tee).*>>.*\.profile.*' // This targets commands likely appending to .profile | project DeviceId, TimeGenerated, DeviceName, ProcessCommandLine, FolderPath, FileName ) on DeviceId | project TimeGenerated, DeviceName, ProcessCommandLine, FolderPath, FileName | order by TimeGenerated desc | limit 100
Correct
4
49.42s
0.0060
o1-high
No answer provided
No query generated
Incorrect
5
0.00s
0.9462
o1-low
echo '# Atomic Red Team was here... T1546.004' >> ~/.profile
union DeviceFileEvents, DeviceProcessEvents | where DeviceId in ( DeviceInfo | where OSPlatform =~ "Linux" | distinct DeviceId ) | where ( Type == "DeviceFileEvents" and ActionType == "FileModified" and (FileName == ".profile" or FileName endswith ".profile") ) or ( Type == "DeviceProcessEvents" and ActionType == "ProcessCreated" and ProcessCommandLine has " >> " and ProcessCommandLine has ".profile" ) | project TimeGenerated, DeviceName, ActionType, FolderPath, FileName, ProcessCommandLine, InitiatingProcessCommandLine, AdditionalFields | order by TimeGenerated desc
Correct
4
108.22s
0.8149
o3-high
# Atomic Red Team was here... T1546.004
// --------------------------------------------------------------------- // Possible persistence via commands appended to ~/.profile (Linux) // --------------------------------------------------------------------- // 1) Identify Linux devices that have been onboarded let LinuxDevices = DeviceInfo | where OSPlatform startswith "Linux" | summarize by DeviceId; // 2) File-modification events that touch a user profile file (~/.profile) let ProfileFileEvents = DeviceFileEvents | where DeviceId in (LinuxDevices) | where ActionType in~ ("FileCreated","FileWritten","FileModified","FileUpdated") // FolderPath normally contains the directory, FileName the file. Cover edge cases where only FolderPath is populated. | where FileName == ".profile" or FolderPath endswith "/.profile" or FolderPath has "/.profile" | project FileEventTime = TimeGenerated, DeviceId, DeviceName, TargetPath = iff(isempty(FileName), FolderPath, strcat(FolderPath,"/",FileName)), InitiatingUser = InitiatingProcessAccountName, FileEvent_CommandLine = InitiatingProcessCommandLine; // 3) Process events that appear to write into .profile ( echo/printf/tee … >> ~/.profile ) let WriterProcessEvents = DeviceProcessEvents | where DeviceId in (LinuxDevices) | where ProcessCommandLine has ".profile" and ProcessCommandLine matches regex @"(>>|>|tee\s+-a)" | project ProcTime = TimeGenerated, DeviceId, DeviceName, WriterUser = AccountName, WriterProc_CommandLine = ProcessCommandLine; // 4) Correlate file event and writer process within ± 2 minutes ProfileFileEvents | join kind=leftouter ( WriterProcessEvents ) on DeviceId | where isnull(ProcTime) or (ProcTime between (FileEventTime - 2m .. FileEventTime + 2m)) // 5) Pull out the exact text that was appended (best-effort) | extend AddedCommand = extract(@"(?:echo|printf)\s+(.+?)\s*(?:>>|>|tee|1>>|2>>)", 1, coalesce(FileEvent_CommandLine, WriterProc_CommandLine)) | project FileEventTime, DeviceName, InitiatingUser, WriterUser, FileEvent_CommandLine, WriterProc_CommandLine, AddedCommand, TargetPath | order by FileEventTime desc
Incorrect
4
198.45s
0.1048
o3-mini-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0347
o3-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0409
o4-mini-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0612
o4-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0479