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
| 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 | 0.0408 |
| 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 |