Question Analysis
On a Linux system, review process creation logs to spot any dd commands reading from /proc/*/mem. What was the name of the file where the dumped memory was written?
7e91138a-8e74-456d-a007-973d67a0bb80
Question ID
20/23
Models Correct
1
Valid Answer
87%
Success Rate
Reference Answer
Human-validated correct answer for this question
T1003.007.bin
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 | /tmp/T1003.007.bin | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where ProcessCommandLine has "dd" and ProcessCommandLine has "if=/proc/" and ProcessCommandLine has "/mem"
| extend OutputFileName = extract(@"of=([^ ]+)", 1, ProcessCommandLine)
| where isnotempty(OutputFileName)
| project TimeGenerated, DeviceName, ProcessCommandLine, OutputFileName
| order by TimeGenerated asc | Correct | 1 | 12.52s | 0.0066 |
gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0110 |
gpt-4-turbo-2024-04-09 | T1003.007.bin | DeviceProcessEvents
| where ProcessCommandLine has 'dd' and ProcessCommandLine has '/proc/' and ProcessCommandLine has '/mem'
| parse ProcessCommandLine with * 'of=' FileName ' ' *
| project TimeGenerated, DeviceName, InitiatingProcessFileName, ProcessCommandLine, ProcessId, FileName | Correct | 4 | 29.78s | 0.2129 |
gpt-4.1 | /tmp/T1003.007.bin | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where FileName == "dd" or ProcessCommandLine has "dd "
| where ProcessCommandLine matches regex @"if=/proc/\d+/mem"
| extend outputFile = extract(@"of=([^\s]+)", 1, ProcessCommandLine)
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, outputFile
| where isnotempty(outputFile) | Correct | 1 | 5.03s | 0.0114 |
gpt-4.1-finetuned | /tmp/T1003.007.bin | DeviceProcessEvents
| where FileName in~ ("dd", "dd.exe")
// Look for command with the input file i.e. if=/proc/PID/mem
| where ProcessCommandLine has_all ("if=/proc", "/mem")
// Project the output file after the 'of=' syntax in the command
| extend DumpWrittenOnHostFile = trim(@"'", tostring(extract(@"of=([\w-\.:/\\]*?) ",1,ProcessCommandLine )))
| where isnotempty(DumpWrittenOnHostFile)
| summarize any(*) by DumpWrittenOnHostFile
| order by tostring(DumpWrittenOnHostFile) asc
| take 50
// Project only the output file name in the memory dump file
| project DumpWrittenOnHostFile //, *
// Uncomment to show results and files dropped by each host
// | extend HostName = tostring(split(DeviceName, '.') [0]), DnsDomain = tostring(strcat_array(array_slice(split(DeviceName, '.'), 1, -1), '.'))
| Correct | 5 | 32.11s | 0.0220 |
gpt-4.1-mini | /tmp/T1003.007.bin | DeviceProcessEvents
| where ProcessCommandLine has "dd" and ProcessCommandLine matches regex @"/proc/[0-9]+/mem"
| extend OutputFile = extract(@"of=([^\s]+)", 1, ProcessCommandLine)
| where isnotempty(OutputFile)
| summarize count() by OutputFile
| order by count_ desc | Correct | 1 | 18.58s | 0.0022 |
gpt-4.1-nano | T1003.007.bin | DeviceProcessEvents
| where ProcessCommandLine contains 'dd' and ProcessCommandLine contains '/proc/' and ProcessCommandLine contains 'mem'
| project TimeGenerated, ProcessId, ProcessCommandLine
| extend OutputFile=extract("of=([^ ]+)", 1, ProcessCommandLine)
| where isnotempty(OutputFile) | Correct | 3 | 25.47s | 0.0014 |
gpt-4o | /tmp/T1003.007.bin | DeviceProcessEvents
| where ProcessCommandLine contains "dd" and ProcessCommandLine contains "/proc/" and ProcessCommandLine contains "/mem"
| project InitiatingProcessCommandLine, FileName | Correct | 2 | 5.22s | 0.0329 |
gpt-5-high | T1003.007.bin | let linuxDevices = DeviceInfo
| where OSPlatform =~ "Linux"
| distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (linuxDevices)
| where FileName =~ "dd" or ProcessCommandLine matches regex @"(?i)\bdd\b"
| where ProcessCommandLine matches regex @"/proc/(?:\d+|self)/mem"
// Extract of= argument (optionally double-quoted)
| extend of_file = extract(@'(?i)\bof\s*=\s*"?([^ \t";|]+)"?', 1, ProcessCommandLine)
// Extract shell redirection target (>, >>, 1>, etc.; optionally double-quoted)
| extend redirect_file = extract(@'(?:^|\s)(?:\d?>|>>)\n\s*"?(/[^ \t";|]+)"?', 1, ProcessCommandLine)
| extend DumpTargetPath = coalesce(of_file, redirect_file)
| where isnotempty(DumpTargetPath)
| extend DumpTargetFileName = tostring(split(DumpTargetPath, "/")[array_length(split(DumpTargetPath, "/")) - 1])
| project Time=ProcessCreationTime, DeviceName, AccountName, ProcessId, CommandLine=ProcessCommandLine, DumpTargetPath, DumpTargetFileName
| order by Time desc | Correct | 1 | 89.46s | 0.0487 |
gpt-5-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0160 |
gpt-5-mini-low | /tmp/T1003.007.bin | // Find dd processes that read from /proc/*/mem and capture destination file name
let dd_procs = DeviceProcessEvents
| where isnotempty(ProcessCommandLine)
// Look for dd commands reading from /proc/<pid>/mem or /proc/*/mem and redirecting to a file
| where ProcessCommandLine has 'dd' and (ProcessCommandLine has '/proc/' and ProcessCommandLine has 'mem')
| extend dd_from = tostring(extract(@"(if=\s*[^\s]+|if=\S+)", 1, ProcessCommandLine))
| extend dd_to = tostring(extract(@"(of=\s*[^\s]+|of=\S+|>\s*\S+)", 1, ProcessCommandLine))
| extend dd_to = replace(@"^of=", "", dd_to)
| extend dd_to = trim(" ", replace(@">", "", dd_to))
| extend dd_from = trim(" ", replace(@"if=", "", dd_from))
| extend proc_pid = tostring(extract(@"/proc/(\d+)/mem", 1, ProcessCommandLine))
| project TimeGenerated, DeviceName, ProcessId, ProcessCommandLine, dd_from, dd_to, proc_pid;
// Also look in DeviceEvents and DeviceFileEvents for file creation/writes by processes named dd or with cmdline containing dd
let file_writes = (
DeviceEvents
| where isnotempty(InitiatingProcessFileName) or isnotempty(InitiatingProcessCommandLine)
| where (InitiatingProcessFileName == 'dd' or InitiatingProcessCommandLine has ' dd ') or (FileName has '.' )
| where ActionType in ('FileCreated','FileWritten','FileModified','FileCreated')
| project TimeGenerated, DeviceName, FileName, FolderPath, FileSize, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessId
)
| union (
DeviceFileEvents
| where isnotempty(InitiatingProcessFileName) or isnotempty(InitiatingProcessCommandLine)
| where (InitiatingProcessFileName == 'dd' or InitiatingProcessCommandLine has ' dd ') or (FileName has '.' )
| where ActionType in ('FileCreated','FileWritten','FileModified')
| project TimeGenerated, DeviceName, FileName, FolderPath, FileSize, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessId
);
// Join dd processes to file writes by time and device and process id if available
dd_procs
| join kind=leftouter (file_writes) on DeviceName
| where isempty(proc_pid) or proc_pid == tostring(InitiatingProcessId) or ProcessCommandLine has tostring(InitiatingProcessId)
| project TimeGenerated=coalesce(TimeGenerated, TimeGenerated1), DeviceName, ProcessId, ProcessCommandLine, dd_from, dd_to, FileName, FolderPath, FileSize, InitiatingProcessFileName, InitiatingProcessCommandLine
| summarize any(dd_to), any(FileName), any(FolderPath), any(InitiatingProcessCommandLine) by DeviceName, ProcessId, ProcessCommandLine, dd_from
| extend DumpedFile = coalesce(any_dd_to, any_FileName, any_FolderPath)
| project DeviceName, ProcessId, ProcessCommandLine, dd_from, DumpedFile
| where isnotempty(DumpedFile)
| distinct DeviceName, ProcessId, ProcessCommandLine, dd_from, DumpedFile
| take 100
| Correct | 1 | 28.39s | 0.0045 |
gpt-5-mini-medium | /tmp/T1003.007.bin | // Find dd processes reading from /proc/*/mem and determine output file
let ddProcs = union
(
DeviceProcessEvents
| where isnotempty(ProcessCommandLine)
| where ProcessCommandLine has "dd" and ProcessCommandLine has "/proc/" and ProcessCommandLine has "mem"
| extend Time = coalesce(ProcessCreationTime, TimeGenerated)
| project Time, DeviceName, DeviceId, ProcessId, ProcessCommandLine, ProcessFileName = FileName
),
(
DeviceEvents
| where isnotempty(ProcessCommandLine)
| where ProcessCommandLine has "dd" and ProcessCommandLine has "/proc/" and ProcessCommandLine has "mem"
| extend Time = coalesce(ProcessCreationTime, TimeGenerated)
| project Time, DeviceName, DeviceId, ProcessId, ProcessCommandLine, ProcessFileName = FileName
);
let files = DeviceFileEvents
| where isnotempty(FileName)
| project FileTime = TimeGenerated, DeviceName, DeviceId, InitiatingProcessId, FileName, FolderPath, ActionType;
ddProcs
| extend of_param = extract(@"\bof=([^\s]+)", 1, ProcessCommandLine)
| extend redirect_param = extract(@">\s*([^\s]+)", 1, ProcessCommandLine)
| extend OutFile = coalesce(of_param, redirect_param)
| join kind=leftouter (
files
) on DeviceId, $left.ProcessId == $right.InitiatingProcessId
| extend FileMatchedTimeWindow = iff(FileTime >= Time - 1m and FileTime <= Time + 5m, true, false)
| where isnotempty(OutFile) or FileMatchedTimeWindow == true
| project Time, DeviceName, ProcessId, ProcessFileName, ProcessCommandLine, OutFile, MatchedFile = FileName, FolderPath, FileTime, ActionType
| order by Time desc | Correct | 2 | 51.81s | 0.0118 |
gpt-5-nano-high | /tmp/T1003.007.bin | DeviceProcessEvents
| extend CommandLine = coalesce(InitiatingProcessCommandLine, ProcessCommandLine)
| where TimeGenerated between (ago(1d) .. now())
| where tolower(CommandLine) contains "dd" and tolower(CommandLine) contains "/proc/" and tolower(CommandLine) contains "/mem"
| extend OutputFile = extract(@"(?i)of=([^\s]+)", 1, CommandLine)
| where isnotempty(OutputFile)
| project TimeGenerated, DeviceName, InitiatingProcessId, ProcessId, CommandLine, OutputFile
| sort by TimeGenerated desc | Correct | 5 | 114.14s | 0.0075 |
gpt-5-nano-medium | /tmp/T1003.007.bin | DeviceProcessEvents
| where ProcessCommandLine has "dd" and ProcessCommandLine has "/proc/" and ProcessCommandLine has "mem"
| extend OutputFile = tostring(extract(@"of=([^\s]+)", 1, ProcessCommandLine))
| where isnotempty(OutputFile)
| project TimeGenerated, DeviceName, ProcessCommandLine, OutputFile
| order by TimeGenerated desc | Correct | 1 | 43.99s | 0.0020 |
grok-3-beta | /tmp/T1003.007.bin | DeviceProcessEvents
| where ProcessCommandLine contains "dd"
| where ProcessCommandLine contains "/proc/" and ProcessCommandLine contains "mem"
| extend OutputFile = extract("of=([^\\s]+)", 1, ProcessCommandLine)
| project Timestamp, DeviceName, ProcessCommandLine, OutputFile, AccountName, InitiatingProcessFileName
| order by Timestamp desc | Correct | 3 | 36.99s | 0.0635 |
grok-3-mini-beta | /tmp/T1003.007.bin | let LinuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (LinuxDevices)
| where FileName == "dd"
| where ProcessCommandLine contains "/proc/" and ProcessCommandLine contains "mem"
| extend OutputFile = extract(@"of=([^ ]+)", 1, ProcessCommandLine)
| project Timestamp, ProcessCommandLine, OutputFile
| summarize arg_max(Timestamp, *) by OutputFile | Correct | 1 | 17.11s | 0.0016 |
o1-high | /tmp/T1003.007.bin | DeviceProcessEvents
| where ActionType in ("CreateProcess", "ProcessCreated")
| project TimeGenerated, DeviceId, DeviceName, ProcessCommandLine
// Join with DeviceInfo to ensure we only look at Linux systems
| join kind=inner (
DeviceInfo
| project DeviceId, OSPlatform
) on DeviceId
| where OSPlatform == "Linux"
| where ProcessCommandLine has "dd "
and ProcessCommandLine has "if=/proc/"
and ProcessCommandLine has "/mem"
and ProcessCommandLine has " of="
| parse kind=regex ProcessCommandLine with * "if=" Source " of=" DumpFile " " *
| project TimeGenerated, DeviceName, Source, DumpFile
| order by TimeGenerated desc | Correct | 1 | 40.48s | 0.3006 |
o1-low | /tmp/T1003.007.bin | let LinuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (LinuxDevices)
| where ActionType == "ProcessCreated"
| where FileName =~ "dd"
| where ProcessCommandLine has "if=/proc/" and ProcessCommandLine has "/mem"
| extend DumpedFile = extract(@"of=([^\s]+)",1,ProcessCommandLine)
| where isnotempty(DumpedFile)
| project TimeGenerated, DeviceName, ProcessCommandLine, DumpedFile
| order by TimeGenerated desc | Correct | 3 | 66.08s | 0.4989 |
o3-high | T1003.007.bin | let LinuxDevices = DeviceInfo
| where OSPlatform =~ "Linux"
| summarize by DeviceId;
DeviceProcessEvents
| where DeviceId in (LinuxDevices)
| where FileName =~ "dd"
| where ProcessCommandLine has "/proc/" and ProcessCommandLine has "/mem"
// Pull out the destination file (first match wins)
| extend DumpFilePath = coalesce(
extract(@"of=([^\s]+)", 1, ProcessCommandLine), // dd if=... of=/tmp/dump
extract(@">>\s*([^\s]+)", 1, ProcessCommandLine), // dd if=... >> /tmp/dump
extract(@">\s*([^\s]+)", 1, ProcessCommandLine) // dd if=... > /tmp/dump
)
| where isnotempty(DumpFilePath)
| extend DumpFileName = tostring(split(DumpFilePath, "/")[-1])
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, DumpFilePath, DumpFileName
| sort by TimeGenerated desc | Correct | 1 | 38.68s | 0.0237 |
o3-mini-high | T1003.007.bin | DeviceProcessEvents
| where InitiatingProcessCommandLine has "dd"
| where InitiatingProcessCommandLine has "if=/proc/" and InitiatingProcessCommandLine has "mem"
| extend dump_file = extract(@"of=(\S+)", 1, InitiatingProcessCommandLine)
| where isnotempty(dump_file)
| project TimeGenerated, InitiatingProcessCommandLine, dump_file | Correct | 1 | 25.09s | 0.0149 |
o3-mini-low | T1003.007.bin | DeviceProcessEvents
| where ProcessCommandLine has "dd"
| where ProcessCommandLine has "if=/proc/" and ProcessCommandLine has "mem"
| extend DumpFile = extract(@"of=([^ \t]+)", 1, ProcessCommandLine)
| where isnotempty(DumpFile)
| project TimeGenerated, ProcessCommandLine, DumpFile
| order by TimeGenerated desc | Correct | 1 | 36.77s | 0.0117 |
o4-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0369 |
o4-mini-low | /tmp/T1003.007.bin | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where ProcessCommandLine has "dd" and ProcessCommandLine has "if=/proc/"
| extend DumpFile = extract(@"of=(\S+)", 1, ProcessCommandLine)
| project TimeGenerated, DeviceName, ProcessCommandLine, DumpFile | Correct | 1 | 34.05s | 0.0109 |