Question Analysis
On a Linux system where an attacker may disable iptables by saving the current rules and then flushing them, examine process execution logs to identify the specific filename that received the rules backup. What file name was used?
7784c64e-ed0b-4b65-bf63-c86db229fd56
Question ID
18/23
Models Correct
1
Valid Answer
78%
Success Rate
Reference Answer
Human-validated correct answer for this question
iptables.rules
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/iptables.rules | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where ProcessCommandLine has "iptables-save"
// Look for redirection > or >> followed by a filename/path
| where ProcessCommandLine matches regex @'.*iptables-save\s*>+\s*([^ ]+)'
| extend OutputFileName = extract(@'.*iptables-save\s*>+\s*([^ ]+)', 1, ProcessCommandLine)
| where isnotempty(OutputFileName)
| project Timestamp, DeviceName, AccountName, ProcessCommandLine, OutputFileName | Correct | 1 | 12.82s | 0.0063 |
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 | 0.2292 |
gpt-4.1 | /tmp/iptables.rules; | DeviceProcessEvents
| where ProcessCommandLine has "iptables-save >"
| extend SavedFileName = extract(@"iptables-save\s*>\s*([^\s]+)", 1, ProcessCommandLine)
| where isnotempty(SavedFileName)
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine, SavedFileName
| order by TimeGenerated desc | Correct | 1 | 4.64s | 0.0125 |
gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0449 |
gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0075 |
gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0016 |
gpt-4o | /tmp/iptables.rules | DeviceProcessEvents
| where ProcessCommandLine contains "iptables-save" or ProcessCommandLine contains "iptables"
| project FileName, ProcessCommandLine, TimeGenerated | Correct | 1 | 19.22s | 0.0217 |
gpt-5-high | iptables.rules | let linuxDevices = DeviceInfo
| where OSPlatform =~ 'Linux'
| project DeviceId, DeviceName;
DeviceProcessEvents
| where ActionType == 'ProcessCreated'
| where ProcessCommandLine has_any ('iptables-save','ip6tables-save')
| join kind=inner (linuxDevices) on DeviceId
| extend cmd = tostring(ProcessCommandLine)
// Capture path after '>' or after 'tee [options]'
| extend SavedPath = coalesce(
extract(@'>\s*(?:"([^"]+)"|''([^'']+)''|([^\s;|&]+))', 1, cmd),
extract(@'>\s*(?:"([^"]+)"|''([^'']+)''|([^\s;|&]+))', 2, cmd),
extract(@'>\s*(?:"([^"]+)"|''([^'']+)''|([^\s;|&]+))', 3, cmd),
extract(@'\btee\b\s+(?:-[a-zA-Z]+\s+)*(?:"([^"]+)"|''([^'']+)''|([^\s;|&]+))', 1, cmd),
extract(@'\btee\b\s+(?:-[a-zA-Z]+\s+)*(?:"([^"]+)"|''([^'']+)''|([^\s;|&]+))', 2, cmd),
extract(@'\btee\b\s+(?:-[a-zA-Z]+\s+)*(?:"([^"]+)"|''([^'']+)''|([^\s;|&]+))', 3, cmd)
)
| where isnotempty(SavedPath)
| extend path_parts = split(SavedPath, '/')
| extend SavedFileName = tostring(path_parts[array_length(path_parts)-1])
| project TimeGenerated, DeviceName, AccountName, SavedPath, SavedFileName, ProcessCommandLine
| order by TimeGenerated asc | Correct | 2 | 174.34s | 0.1178 |
gpt-5-mini-high | /tmp/iptables.rules | union DeviceProcessEvents, DeviceEvents
| where isnotempty(ProcessCommandLine) and tolower(ProcessCommandLine) contains "iptables-save"
// Extract filename after redirection (>)
| extend redirectFile = extract(@">\s*([^\s;|]+)", 1, ProcessCommandLine)
// Extract filename after a tee command
| extend teeFile = extract(@"\btee\s+([^\s;|]+)", 1, ProcessCommandLine)
// Choose the redirect result first, otherwise tee result
| extend rawSavedFile = iff(isnotempty(redirectFile), redirectFile, teeFile)
// Trim surrounding quotes and whitespace
| extend savedFile = trim(" '\"", rawSavedFile)
| where isnotempty(savedFile)
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine, savedFile
| summarize hits = count(), firstSeen = min(TimeGenerated), lastSeen = max(TimeGenerated) by savedFile, DeviceName
| order by hits desc, lastSeen desc
| Correct | 2 | 43.57s | 0.0120 |
gpt-5-mini-low | /tmp/iptables.rules | // Find processes that invoked iptables-save redirecting output to a file and subsequent flush
let ipt_save_re = @"iptables-save\s*(?:>|>>)\s*(\S+)";
let ipt_flush_re = @"\biptables\b.*\b(-F|--flush)\b";
// Look for commands containing iptables-save redirection in DeviceProcessEvents
DeviceProcessEvents
| where ProcessCommandLine matches regex ipt_save_re
| extend SavedFile = extract(ipt_save_re, 1, ProcessCommandLine)
| project TimeGenerated, DeviceName, ProcessId, InitiatingProcessAccountName, ProcessCommandLine, SavedFile
| union (
// Also check DeviceEvents which might contain ProcessCommandLine and FileName
DeviceEvents
| where ProcessCommandLine matches regex ipt_save_re or ProcessCommandLine matches regex ipt_flush_re
| extend SavedFile = extract(ipt_save_re, 1, ProcessCommandLine)
| project TimeGenerated, DeviceName, ProcessId, InitiatingProcessAccountName, ProcessCommandLine, SavedFile
)
| order by TimeGenerated asc
| extend SavedFile = iff(isnull(SavedFile) or SavedFile == "", "(none)", SavedFile)
| summarize FirstSeen=min(TimeGenerated), LastSeen=max(TimeGenerated), Commands=make_set(ProcessCommandLine, 20), Devices=make_set(DeviceName), Users=make_set(InitiatingProcessAccountName) by SavedFile
| project SavedFile, FirstSeen, LastSeen, Devices, Users, Commands
| where SavedFile != "(none)"
| take 100
| Correct | 1 | 12.72s | 0.0032 |
gpt-5-mini-medium | /tmp/iptables.rules | // Search DeviceProcessEvents for iptables-save and iptables flush commands and extract potential backup filenames
let proc_matches = DeviceProcessEvents
| where ProcessCommandLine has "iptables"
// exclude irrelevant windows binaries where the same term might appear
| where isnull(ProcessCommandLine) == false
| extend cmd = tostring(ProcessCommandLine)
// look for iptables-save usage (redirect '> filename' or '-f filename') or iptables -S > file
| where cmd matches regex @"(?i)iptables-save|iptables\s+-S|iptables\s+--list-rules|iptables\s+-L|iptables\s+--flush|iptables\s+-F"
| extend possible_out = extract(@">\s*([^\s;]+)", 1, cmd)
| extend possible_out2 = extract(@"-(?:f|file)\s+([^\s;]+)", 1, cmd)
| extend candidate_file = coalesce(possible_out, possible_out2)
| project DeviceName, TimeGenerated, ProcessId, InitiatingProcessAccountName, FileName, cmd, candidate_file, InitiatingProcessFileName, InitiatingProcessId;
// Search DeviceEvents for file write/create events referencing iptables or rules
let file_matches = DeviceEvents
| where ActionType has_any ("FileCreated", "FileCreatedByProcess", "FileModified", "FileWrite", "FileCopied", "FileSaved") or ActionType has "File"
| where isnotempty(FileName) or isnotempty(AdditionalFields)
| extend fname = coalesce(FileName, tostring(AdditionalFields["FileName"]), tostring(AdditionalFields["TargetFileName"]))
| where fname has_any ("iptables", "iptables.rules", "rules.v4", "rules.v6", "rules")
| project DeviceName, TimeGenerated, ActionType, InitiatingProcessAccountName, InitiatingProcessFileName, InitiatingProcessCommandLine, fname;
// Combine and show distinct candidate filenames with context
proc_matches
| union (file_matches | extend ProcessId = long(0), ProcessIdStr = "", cmd = InitiatingProcessCommandLine, candidate_file = fname)
| extend candidate_file = tostring(candidate_file)
| where isnotempty(candidate_file)
| summarize count() , min(TimeGenerated), max(TimeGenerated), any(cmd), any(DeviceName), any(InitiatingProcessAccountName), any(InitiatingProcessFileName) by candidate_file
| project candidate_file, Count = count_, FirstSeen = min_TimeGenerated, LastSeen = max_TimeGenerated, ExampleCommand = any_cmd, Device = any_DeviceName, Account = any_InitiatingProcessAccountName, InitiatingProcess = any_InitiatingProcessFileName
| order by FirstSeen asc
| take 50 | Correct | 1 | 12.53s | 0.0036 |
gpt-5-nano-high | /tmp/iptables.rules | DeviceProcessEvents
| where ProcessCommandLine contains "iptables-save" or InitiatingProcessFileName contains "iptables-save"
| join kind=inner (DeviceInfo | where OSPlatform contains "Linux" | project DeviceId, DeviceName, OSPlatform) on DeviceId
| extend RedirectPath = extract(@"(?i)[>]{1,2}\s*([^ \t]+)", 1, ProcessCommandLine)
| where isnotempty(RedirectPath)
| extend BackupFileName = extract(@"[^/]+$", 1, RedirectPath)
| project TimeGenerated, DeviceName, OSPlatform, ProcessCommandLine, RedirectPath, BackupFileName | Correct | 1 | 31.10s | 0.0022 |
gpt-5-nano-medium | iptables.rules | DeviceProcessEvents
| where ((isnotempty(InitiatingProcessCommandLine) and tolower(InitiatingProcessCommandLine) contains "iptables-save") or (isnotempty(ProcessCommandLine) and tolower(ProcessCommandLine) contains "iptables-save"))
| extend CmdLine = coalesce(InitiatingProcessCommandLine, ProcessCommandLine)
| extend BackupFilePath = iif(tolower(CmdLine) contains "iptables-save > ", extract(@"iptables-save\s*>\s*(\S+)", 1, CmdLine), extract(@"iptables-save\s*>>\s*(\S+)", 1, CmdLine))
| where isnotempty(BackupFilePath)
| extend BackupFileName = extract(@"([^/]+)$", 1, BackupFilePath)
| project TimeGenerated, DeviceName, InitiatingProcessFileName, InitiatingProcessCommandLine, BackupFilePath, BackupFileName
| sort by TimeGenerated desc
| take 100 | Correct | 2 | 80.82s | 0.0041 |
grok-3-beta | /tmp/iptables.rules | DeviceProcessEvents
| where ProcessCommandLine contains "iptables-save"
| extend BackupFileName = extract("[>\\s]+([^>\\s]+)", 1, ProcessCommandLine)
| where isnotempty(BackupFileName)
| project DeviceName, ProcessCommandLine, BackupFileName, Timestamp
| order by Timestamp desc | Correct | 1 | 13.07s | 0.0241 |
grok-3-mini-beta | /tmp/iptables.rules | let LinuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (LinuxDevices)
| where ProcessCommandLine contains "iptables-save" and ProcessCommandLine contains ">"
| extend Filename = extract(@"iptables-save.*>\s*(.*)", 1, ProcessCommandLine)
| project Filename
| distinct Filename
| order by Filename asc | Correct | 1 | 12.83s | 0.0016 |
o1-high | /tmp/iptables.rules | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where ProcessCommandLine has "iptables-save"
| extend BackupFilename = extract(@">\s*([^\s]+)", 1, ProcessCommandLine)
| where isnotempty(BackupFilename)
| project TimeGenerated, DeviceName, ProcessCommandLine, BackupFilename
| order by TimeGenerated desc | Correct | 2 | 45.19s | 0.3675 |
o1-low | /tmp/iptables.rules | DeviceProcessEvents
| where ProcessCommandLine has "iptables-save"
| extend backupFile = extract(@"iptables-save.*>\s*(\S+)", 1, ProcessCommandLine)
| where isnotempty(backupFile)
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine, backupFile | Correct | 2 | 53.70s | 0.4153 |
o3-high | /tmp/iptables.rules | // Detect an attacker saving current iptables rules to a file before flushing them
DeviceProcessEvents
| where FileName =~ "iptables-save" or ProcessCommandLine has "iptables-save"
// keep only executions that appear to write the rules somewhere (redirection or -f switch)
| where ProcessCommandLine has ">" or ProcessCommandLine has " -f"
// try to capture the pathname that follows the redirection symbol ( ">" )
// or the pathname that follows the "-f" flag
| extend BackupFileFromRedirect = extract(@">\s*([^\s;|&]+)", 1, ProcessCommandLine),
BackupFileFromFlag = extract(@"-f\s+([^\s;|&]+)", 1, ProcessCommandLine)
| extend BackupFileRaw = coalesce(BackupFileFromRedirect, BackupFileFromFlag)
// strip quotes/back-ticks if the path was quoted
| extend BackupFile = trim("'\"`", BackupFileRaw)
| where isnotempty(BackupFile)
// provide a concise view of where / when the back-up file was created
| summarize EventCount = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated) by DeviceName, BackupFile
| sort by LastSeen desc | Correct | 2 | 66.57s | 0.0335 |
o3-mini-high | /tmp/iptables.rules; | DeviceProcessEvents
| where ProcessCommandLine contains "iptables-save" and ProcessCommandLine contains ">"
| extend backup_filename = extract(@">\s*(\S+)", 1, ProcessCommandLine)
| project TimeGenerated, backup_filename, ProcessCommandLine, FileName
| sort by TimeGenerated desc | Correct | 1 | 10.84s | 0.0087 |
o3-mini-low | /tmp/iptables.rules | DeviceProcessEvents
| where ProcessCommandLine has "iptables-save" and ProcessCommandLine has ">"
| extend backup_file = extract(@">\s*([^\s]+)", 1, ProcessCommandLine)
| project TimeGenerated, DeviceName, ProcessCommandLine, backup_file
| sort by TimeGenerated desc
// This query identifies the file where the iptables-save output was redirected, revealing the backup filename used. | Correct | 1 | 11.19s | 0.0116 |
o4-mini-high | /tmp/iptables.rules; | DeviceProcessEvents
| where ProcessCommandLine contains "iptables-save"
| extend BackupFile = extract(@">\s*(\S+)", 1, ProcessCommandLine)
| where isnotempty(BackupFile)
| summarize FirstSeen = min(TimeGenerated) by BackupFile, DeviceName, InitiatingProcessAccountName
| order by FirstSeen desc | Correct | 1 | 32.09s | 0.0107 |
o4-mini-low | /tmp/iptables.rules | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where ProcessCommandLine has "iptables-save"
// Extract the filename immediately following the '>' redirection
| extend BackupFile = extract(@"iptables-save\s*>\s*(\S+)", 1, ProcessCommandLine)
| where isnotempty(BackupFile)
// Summarize and sort by frequency to identify the specific file name used
| summarize UsageCount = count() by BackupFile
| sort by UsageCount desc
| project BackupFile | Correct | 2 | 65.21s | 0.0154 |