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
Model | Answer | KQL Query | Status | Attempts | Time | Cost |
---|---|---|---|---|---|---|
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 |