On Linux systems, an attacker may gain persistence by appending instructions to the global shell profile. Investigate process or file modification events to find evidence of text being added to /etc/profile, and identify the exact command invocation that carried out this change.

KQL answer reference and model-by-model benchmark comparison

694b3cc8-6a78-4d35-9e74-0123d009e94b
Question ID
9/23
Models Correct
1
Valid Answer
39%
Success Rate
Reference Answer

Human-validated correct answer for this question

echo '# Hello from Atomic Red Team T1546.004' >> /etc/profile
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
No answer provided
No query generated
Incorrect
5
0.00s
0.0408
gpt-35-turbo
No answer provided
No query generated
Incorrect
5
0.00s
0.0109
gpt-4-turbo-2024-04-09
No answer provided
No query generated
Incorrect
5
0.00s
0.2276
gpt-4.1
sh -c "echo '# Hello from Atomic Red Team T1546.004' >> /etc/profile"
DeviceFileEvents | where (FolderPath == '/etc' and FileName == 'profile') or (FolderPath == '/etc/' and FileName == 'profile') or (FolderPath == '/etc/profile') or (FolderPath == '/etc/' and FileName == '/profile') // Also search where full path is embedded, in case FolderPath isn't split correctly | union (DeviceFileEvents | where FolderPath == '/etc' and FileName contains 'profile') | where ActionType in ('FileCreated', 'FileModified', 'FileWritten') | project TimeGenerated, DeviceName, DeviceId, ActionType, FileName, FolderPath, InitiatingProcessAccountName, InitiatingProcessCommandLine, InitiatingProcessFileName, InitiatingProcessId, InitiatingProcessSHA256, ReportId | order by TimeGenerated desc
Correct
3
13.61s
0.0346
gpt-4.1-finetuned
No answer provided
No query generated
Incorrect
5
0.00s
0.0456
gpt-4.1-mini
No answer provided
No query generated
Incorrect
5
0.00s
0.0052
gpt-4.1-nano
No answer provided
No query generated
Incorrect
5
0.00s
0.0015
gpt-4o
sh -c "echo '# Hello from Atomic Red Team T1546.004' >> /etc/profile"
DeviceFileEvents | where ActionType in ("FileModified", "FileCreated") | where FolderPath startswith "/etc" and FileName == "profile" | project TimeGenerated, DeviceName, InitiatingProcessAccountDomain, InitiatingProcessAccountName, InitiatingProcessCommandLine, ActionType, DeviceId
Correct
4
28.33s
0.0432
gpt-5-high
echo
let linux_devices = DeviceInfo | where OSPlatform == "Linux" | project DeviceId; // 1) File modification evidence on /etc/profile with the exact initiating command let fileMods = DeviceFileEvents | where DeviceId in (linux_devices) | where FolderPath == "/etc/profile" | where ActionType in ("FileCreated", "FileModified", "FileReplaced") | extend IPCmd = tostring(InitiatingProcessCommandLine) | extend WriteMethod = case( IPCmd matches regex @"\>\>\s*/etc/profile", "append (>>)", IPCmd has "/etc/profile" and IPCmd has "tee" and IPCmd has "-a", "append (tee -a)", IPCmd has "/etc/profile" and IPCmd matches regex @"\bsed\b.*-i\b", "in-place edit (sed -i)", IPCmd has "/etc/profile" and IPCmd has_any ("vim","vi","nano"), "interactive editor", "unknown") | project TimeGenerated, DeviceName, DeviceId, Evidence = "File modification", ActionType, FolderPath, WriteMethod, InitiatingProcessAccountName, InitiatingProcessFileName, InitiatingProcessId, InitiatingProcessParentFileName, InitiatingProcessParentId, InitiatingProcessCreationTime, InitiatingProcessCommandLine = IPCmd; // 2) Process executions that likely append/modify /etc/profile (fallback if file event correlation is missing) let procAppend = DeviceProcessEvents | where DeviceId in (linux_devices) | where ActionType == "ProcessCreated" | where ProcessCommandLine has "/etc/profile" | where ProcessCommandLine matches regex @"(>>\s*/etc/profile)|(\btee\s+.*-a\b.*(/etc/profile))|(\bsed\b.*-i\b.*(/etc/profile))|(\b(ed|ex|vim|vi|nano)\b.*(/etc/profile))" | project TimeGenerated, DeviceName, DeviceId, Evidence = "Process append/modify command", ActionType, FolderPath = "/etc/profile", WriteMethod = "Cmdline indicates append/modify", InitiatingProcessAccountName = AccountName, InitiatingProcessFileName = FileName, InitiatingProcessId = ProcessId, InitiatingProcessParentFileName, InitiatingProcessParentId, InitiatingProcessCreationTime = ProcessCreationTime, InitiatingProcessCommandLine = ProcessCommandLine; union fileMods, procAppend | order by TimeGenerated desc
Incorrect
1
142.49s
0.0808
gpt-5-mini-high
sh -c "echo '# Hello from Atomic Red Team T1546.004' >> /etc/profile"
let targetFile = "/etc/profile"; // File events that touch /etc/profile let fileEvents = ( union DeviceFileEvents, DeviceEvents | where isnotempty(FileName) | where FileName == "profile" | where tostring(FolderPath) contains "/etc" // filter to likely write/modify actions | where (tolower(ActionType) contains "write") or (tolower(ActionType) contains "create") or (tolower(ActionType) contains "modify") or (tolower(ActionType) contains "changed") or (tolower(ActionType) contains "truncate") or (tolower(ActionType) contains "overwrite") | extend FilePath = strcat(FolderPath, '/', FileName) | project TimeGenerated, DeviceId, DeviceName, ActionType, FilePath, InitiatingProcessId, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessAccountName, AdditionalFields ); // Process events that reference /etc/profile in their command line (common append/persistence patterns) let procRefs = ( DeviceProcessEvents | where isnotempty(ProcessCommandLine) | where tolower(ProcessCommandLine) contains "/etc/profile" or tostring(ProcessCommandLine) matches regex @"(?i)(>>\s*/etc/profile|tee\s+-a\s+/etc/profile|cat\s+>>\s*/etc/profile|printf\s+.+>>\s*/etc/profile|echo\s+.+>>\s*/etc/profile|sed\s+-i)" | extend FilePath = "" // normalize column for union later | project TimeGeneratedProc = TimeGenerated, DeviceId, DeviceName, ProcessId, ProcessCommandLine, ProcessCreationTime, FilePath ); // Process events to join with file events (to recover exact initiating process command) let procs = ( DeviceProcessEvents | project ProcTime = TimeGenerated, DeviceId, DeviceName, ProcessId, ProcessCommandLine, ProcessCreationTime, Account=AccountName, ProcessFileName=FileName ); // Join file events to the initiating process (if any) and union with direct process references fileEvents | join kind=leftouter ( procs ) on $left.InitiatingProcessId == $right.ProcessId and $left.DeviceId == $right.DeviceId | extend InitiatorCommandLine = coalesce(InitiatingProcessCommandLine, ProcessCommandLine), InitiatorProcessId = InitiatingProcessId, InitiatorProcessFile = coalesce(InitiatingProcessFileName, ProcessFileName), InitiatorAccount = coalesce(InitiatingProcessAccountName, Account) | project TimeGenerated, DeviceName, DeviceId, FilePath, ActionType, InitiatorProcessId, InitiatorProcessFile, InitiatorCommandLine, InitiatorAccount, ProcessCreationTime | union ( procRefs | project TimeGenerated = TimeGeneratedProc, DeviceName, DeviceId, FilePath = "/etc/profile", ActionType = "Process referencing /etc/profile", InitiatorProcessId = ProcessId, InitiatorProcessFile = "(process)", InitiatorCommandLine = ProcessCommandLine, InitiatorAccount = "(from proc event)", ProcessCreationTime ) | order by TimeGenerated desc | take 200
Correct
1
38.85s
0.0103
gpt-5-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0166
gpt-5-mini-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0195
gpt-5-nano-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0069
gpt-5-nano-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0075
grok-3-beta
echo
let linuxDevices = DeviceInfo | where OSPlatform == "Linux" | project DeviceId, DeviceName, OSPlatform; DeviceFileEvents | where FolderPath has "/etc/profile" or FileName has "profile" | where ActionType in ("FileModified", "FileCreated", "FileRenamed") | join kind=inner (linuxDevices) on DeviceId | project TimeGenerated, DeviceName, ActionType, FolderPath, FileName, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessAccountName | union ( DeviceProcessEvents | where ProcessCommandLine has "/etc/profile" or InitiatingProcessCommandLine has "/etc/profile" | join kind=inner (linuxDevices) on DeviceId | project TimeGenerated, DeviceName, ActionType, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessAccountName ) | order by TimeGenerated desc
Incorrect
3
28.63s
0.0799
grok-3-mini-beta
sh -c "echo '# Hello from Atomic Red Team T1546.004' >> /etc/profile"
DeviceFileEvents | where ActionType in~ ('FileModified', 'FileCreated') | join kind=inner (DeviceInfo | where OSPlatform == 'Linux' | project DeviceId, DeviceName) on DeviceId | where FolderPath has '/etc/profile' or (FolderPath has '/etc' and FileName has 'profile') | project TimeGenerated, DeviceName, FolderPath, FileName, InitiatingProcessCommandLine, InitiatingProcessFileName | order by TimeGenerated desc | limit 100
Correct
5
62.98s
0.0080
o1-high
No answer provided
No query generated
Incorrect
5
0.00s
0.8207
o1-low
sh -c "echo '# Hello from Atomic Red Team T1546.004' >> /etc/profile"
let LinuxDevices = DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId; DeviceFileEvents | where DeviceId in (LinuxDevices) | where ActionType in ("FileModified","FileCreated") | where FolderPath has "/etc" and FileName == "profile" | project TimeGenerated, DeviceName, FolderPath, FileName, ActionType, InitiatingProcessAccountDomain, InitiatingProcessAccountName, InitiatingProcessCommandLine, InitiatingProcessParentFileName, InitiatingProcessParentId | order by TimeGenerated desc
Correct
2
91.99s
0.4921
o3-high
No answer provided
No query generated
Incorrect
5
0.00s
0.1422
o3-mini-high
sh-c "echo '#HellofromAtomicRedTeamT1546.004'>>/etc/profile"
let fileModEvents = DeviceFileEvents | where FileName == "profile" | where FolderPath has "/etc" // Look for modification or append actions (case-insensitive) or additional fields mentioning append | where ActionType has_any ("Modified", "modified", "Append", "append") or tostring(AdditionalFields) has_cs "append" | project TimeGenerated, DeviceName, FolderPath, FileName, CommandLine = InitiatingProcessCommandLine, ActionType, AdditionalFields; let processModEvents = DeviceProcessEvents // Search for redirection operator (>>), allowing any whitespace between >> and /etc/profile | where coalesce(ProcessCommandLine, InitiatingProcessCommandLine) matches regex @".*>>\s*/etc/profile.*" | project TimeGenerated, DeviceName, FolderPath, FileName, CommandLine = coalesce(ProcessCommandLine, InitiatingProcessCommandLine), ActionType; fileModEvents | union processModEvents | sort by TimeGenerated desc
Correct
4
88.62s
0.0417
o3-mini-low
sh -c "echo '# Hello from Atomic Red Team T1546.004' >> /etc/profile"
union ( // File modification events on /etc/profile DeviceFileEvents | where (FolderPath == "/etc" or FolderPath has "/etc") and FileName =~ "profile" and ActionType contains "Modified" | extend CommandInvocation = InitiatingProcessCommandLine, Source = "FileModificationEvent" ), ( // Process events with command line that appends to /etc/profile using redirection DeviceProcessEvents | where ProcessCommandLine contains ">>" and ProcessCommandLine contains "/etc/profile" | extend CommandInvocation = ProcessCommandLine, Source = "ProcessEvent" ) | project TimeGenerated, DeviceName, FolderPath, FileName, ActionType, CommandInvocation, Source | order by TimeGenerated desc
Correct
3
45.50s
0.0307
o4-mini-high
sh -c "echo '# Hello from Atomic Red Team T1546.004' >> /etc/profile"
let LinuxDeviceIds = DeviceInfo | where OSPlatform startswith "Linux" | distinct DeviceId; let FileMods = DeviceFileEvents | where DeviceId in (LinuxDeviceIds) | where FolderPath has "/etc" and FileName == "profile" | where ActionType has "Modified" or ActionType has "Overwritten" | extend FilePath = strcat(FolderPath, "/", FileName) | project TimeGenerated, DeviceId, DeviceName, FilePath, ActionType, InitiatingProcessId; let FileModCommands = FileMods | join kind=leftouter ( DeviceProcessEvents | where DeviceId in (LinuxDeviceIds) | project DeviceId, ProcessId, InitiatingProcessAccountDomain, InitiatingProcessAccountName, InitiatingProcessFileName, ProcessCreationTime, ProcessCommandLine ) on DeviceId, $left.InitiatingProcessId == $right.ProcessId | project TimeGenerated, DeviceName, FilePath, ActionType, ProcessCreationTime, InitiatingProcessAccountDomain, InitiatingProcessAccountName, InitiatingProcessFileName, ProcessCommandLine; let DirectAppends = DeviceProcessEvents | where DeviceId in (LinuxDeviceIds) | where ProcessCommandLine has ">> /etc/profile" or ProcessCommandLine has "tee -a /etc/profile" | project TimeGenerated, DeviceName, FilePath = "/etc/profile", ActionType = "Direct Append", ProcessCreationTime, InitiatingProcessAccountDomain, InitiatingProcessAccountName, InitiatingProcessFileName, ProcessCommandLine; FileModCommands | union DirectAppends | sort by TimeGenerated desc
Correct
2
149.70s
0.0337
o4-mini-low
sh -c "echo '# Hello from Atomic Red Team T1546.004' >> /etc/profile"
let fileModifications = DeviceFileEvents | where ActionType == "FileModified" | where FolderPath == "/etc" and FileName == "profile" | project TimeGenerated, SourceEvent = "FileModified", DeviceName, InitiatingProcessAccountName, InitiatingProcessFileName, InitiatingProcessId, ProcessCommandLine = InitiatingProcessCommandLine; let processWrites = DeviceProcessEvents | where ProcessCommandLine matches regex @"(>>|tee).*?/etc/profile" | project TimeGenerated, SourceEvent = "ProcessWrite", DeviceName, InitiatingProcessAccountName = AccountName, InitiatingProcessFileName = FileName, InitiatingProcessId = ProcessId, ProcessCommandLine; union fileModifications, processWrites | sort by TimeGenerated desc
Correct
1
623.79s
0.0101