// question

A Linux host’s Syslog contains records of an elevated shell executing a command that granted group execute rights and enabled the SetGID bit on a file. Investigate the logs and report the name of the file whose group ID bit was modified.

Reference KQL answer and model-by-model comparison.

db55f666-7cba-46c6-9fe6-205a05c3242c
question id
3/23
models correct
1
valid answer
13%
success rate
// reference answer

Human-validated correct answer for this question.

evilBinary
// model comparison
ModelAnswerKQL queryStatusTriesTimeCost
gemini-2.5-flash-preview-04-17
no answer
no query generatedfail50.00s0.0455
gpt-35-turbo
no answer
no query generatedfail50.00s0.0110
gpt-4-turbo-2024-04-09
no answer
no query generatedfail50.00s0.2319
gpt-4.1
/tmp/evilBinary
DeviceProcessEvents
| where ProcessCommandLine has "chmod"
    // Match symbolic: must include both g+s and g+x (in any order), possibly together as g+xs/g+sx, or octal setgid (2xxx)
    and (
        (ProcessCommandLine has "g+s" and ProcessCommandLine has "g+x")
        or ProcessCommandLine matches regex @"g\+([xs]{2,})"
        or ProcessCommandLine matches regex @"chmod\s+2[0-7]{2,3}\s"
    )
| extend parted = split(ProcessCommandLine, " ")
| extend FileTarget = parted[-1]
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, FileTarget
| order by TimeGenerated desc
pass316.87s0.0299
gpt-4.1-finetuned
no answer
no query generatedfail50.00s0.0324
gpt-4.1-mini
bash
DeviceProcessEvents
| where ProcessCommandLine contains "chmod"
| where ProcessCommandLine matches regex @"g\+x" or ProcessCommandLine contains "s" or ProcessCommandLine matches regex @"[0-7]*2[0-7]*"
| where isnotempty(FileName)
| distinct FileName
fail447.21s0.0062
gpt-4.1-nano
no answer
no query generatedfail50.00s0.0013
gpt-4o
no answer
no query generatedfail50.00s0.0526
gpt-5-high
evilBinary
let SyslogMatches = (
  DeviceEvents
  | extend Syslog = tostring(coalesce(AdditionalFields.Message, AdditionalFields.SyslogMessage, AdditionalFields.LogText, AdditionalFields.RawEvent, AdditionalFields.raw_message, AdditionalFields.raw, AdditionalFields.EventMessage, AdditionalFields.message, AdditionalFields.msg, AdditionalFields.MESSAGE))
  | where isnotempty(Syslog)
  // Must be chmod and either symbolic (g+x & g+s) or numeric with setgid + group execute
  | where Syslog matches regex @"(?i)\bchmod\b"
    and (
      Syslog matches regex @"(?i)\bchmod\b[^\n;]*\b(g\+x[^\n;]*g\+s|g\+s[^\n;]*g\+x|g\+xs|g\+sx)\b" 
      or Syslog matches regex @"(?i)\bchmod\b[^\n;]*\b0?[2367][0-7][1357][0-7]\b"
    )
  // Extract everything after the mode (symbolic or numeric)
  | extend TargetsSym = extract(@"(?i)\bchmod\s+(?:--?[^\s]+\s+)*(?:[-+=,ugoXstwrx]+)\s+(.+)", 1, Syslog),
           TargetsNum = extract(@"(?i)\bchmod\s+(?:--?[^\s]+\s+)*0?[0-7]{3,4}\s+(.+)", 1, Syslog)
  | extend TargetsStr = coalesce(TargetsSym, TargetsNum)
  | where isnotempty(TargetsStr)
  // Split potential multiple targets and clean tokens
  | extend Tokens = split(trim(' ', TargetsStr), ' ')
  | mv-expand Token = Tokens
  | extend Token = trim(" '"";,)&(|", tostring(Token))
  | where isnotempty(Token)
  // Drop options, pure modes, and key=value artifacts
  | where not(Token matches regex @"^--?.+")
    and not(Token matches regex @"^(0?[0-7]{3,4}|[-+=,ugoXstwrx]+)$")
    and Token !contains "="
  | extend TargetPath = Token,
           ModifiedFileName = tostring(split(Token, "/")[-1])
  | where isnotempty(ModifiedFileName)
  | project TimeGenerated, DeviceId, DeviceName, TargetPath, ModifiedFileName, Source = "Syslog"
);
let ProcMatches = (
  DeviceProcessEvents
  | where FileName =~ "chmod" or ProcessCommandLine has "chmod "
  | where ProcessCommandLine matches regex @"(?i)\bchmod\b"
    and (
      ProcessCommandLine matches regex @"(?i)\bchmod\b[^\n;]*\b(g\+x[^\n;]*g\+s|g\+s[^\n;]*g\+x|g\+xs|g\+sx)\b"
      or ProcessCommandLine matches regex @"(?i)\bchmod\b[^\n;]*\b0?[2367][0-7][1357][0-7]\b"
    )
  | extend TargetsSym = extract(@"(?i)\bchmod\s+(?:--?[^\s]+\s+)*(?:[-+=,ugoXstwrx]+)\s+(.+)", 1, ProcessCommandLine),
           TargetsNum = extract(@"(?i)\bchmod\s+(?:--?[^\s]+\s+)*0?[0-7]{3,4}\s+(.+)", 1, ProcessCommandLine)
  | extend TargetsStr = coalesce(TargetsSym, TargetsNum)
  | where isnotempty(TargetsStr)
  | extend Tokens = split(trim(' ', TargetsStr), ' ')
  | mv-expand Token = Tokens
  | extend Token = trim(" '"";,)&(|", tostring(Token))
  | where isnotempty(Token)
  | where not(Token matches regex @"^--?.+")
    and not(Token matches regex @"^(0?[0-7]{3,4}|[-+=,ugoXstwrx]+)$")
    and Token !contains "="
  | extend TargetPath = Token,
           ModifiedFileName = tostring(split(Token, "/")[-1])
  | where isnotempty(ModifiedFileName)
  | project TimeGenerated, DeviceId, DeviceName, TargetPath, ModifiedFileName, Source = "Process"
);
union SyslogMatches, ProcMatches
| summarize arg_max(TimeGenerated, *) by DeviceId, ModifiedFileName
| project TimeGenerated, DeviceName, ModifiedFileName, TargetPath, Source
| order by TimeGenerated desc
pass4473.75s0.2896
gpt-5-mini-high
no answer
no query generatedfail50.00s0.0235
gpt-5-mini-low
/tmp/evilBinary
// Find files where a chmod changed group exec and setgid bits on Linux via syslog entries
// Search DeviceEvents and DeviceProcessEvents where command contains chmod or uses numeric mode with leading 2 (setgid)
let keywords = dynamic(["chmod","g+s","g+x","2755","2750","2757","2775","2777","2751","2752","2770","2754","2756","2620","2600","2700","275" ]);
let ev = (
    DeviceEvents
    | where TimeGenerated between (startofday(ago(7d)) .. now())
    | where SourceSystem == "Linux" or DeviceName contains_cs("linux") or ActionType contains_cs("Syslog") or AdditionalFields has "syslog"
    | where (ProcessCommandLine has_any (keywords) or tostring(AdditionalFields) has_any (keywords) or FileName has_any (keywords))
    | project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine, FileName, FolderPath, ActionType, AdditionalFields, _raw = tostring(AdditionalFields)
);
let proc = (
    DeviceProcessEvents
    | where TimeGenerated between (startofday(ago(7d)) .. now())
    | where ProcessCommandLine has_any (keywords) or InitiatingProcessFileName has_any (keywords) or tostring(AdditionalFields) has_any (keywords)
    | project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine, InitiatingProcessFileName, FileName, FolderPath, ActionType, AdditionalFields, _raw = tostring(AdditionalFields)
);
union ev, proc
| extend Command = coalesce(ProcessCommandLine, _raw)
| extend TargetFile = 
    // attempt to extract file path from command using regex for chmod and chgrp
    extract(@"(?:chmod|chgrp)\s+[0-7]{3,4}\s+([^\s]+)|(?:chmod|chgrp)\s+[^\s]+\s+([^\s]+)|\b([^\s]+/[^\s]+)\b", 1, Command)
| extend TargetFile = iff(isempty(TargetFile), extract(@"(?:chmod|chgrp)\s+[0-7]{3,4}\s+([^\s]+)|(?:chmod|chgrp)\s+[^\s]+\s+([^\s]+)|\b([^\s]+/[^\s]+)\b", 2, Command), TargetFile)
| extend TargetFile = iff(isempty(TargetFile), extract(@"(?:chmod|chgrp)\s+[0-7]{3,4}\s+([^\s]+)|(?:chmod|chgrp)\s+[^\s]+\s+([^\s]+)|\b([^\s]+/[^\s]+)\b", 3, Command), TargetFile)
| where Command has_any ("chmod","g+s","g+x") or Command matches regex @"\b[2-7][0-7]{2}\b"
| where isnotempty(TargetFile) or isnotempty(FileName) or isnotempty(FolderPath)
| extend ObservedFile = coalesce(TargetFile, FileName, FolderPath)
| summarize count() , any(InitiatingProcessAccountName), any(Command), make_set(AdditionalFields) by ObservedFile, DeviceName
| where ObservedFile != ""
| project DeviceName, ObservedFile, Count = count_, Account = any_InitiatingProcessAccountName, ExampleCommand = any_Command
| order by Count desc

// Note: adjust time range in function call. This query attempts to extract path from syslog/process command lines containing chmod/chgrp or numeric modes that set setgid (leading 2xxx).
pass114.07s0.0039
gpt-5-mini-medium
no answer
no query generatedfail50.00s0.0163
gpt-5-nano-high
no answer
no query generatedfail50.00s0.0102
gpt-5-nano-medium
no answer
no query generatedfail50.00s0.0082
grok-3-beta
no answer
no query generatedfail50.00s0.0937
grok-3-mini-beta
no answer
no query generatedfail50.00s0.0074
o1-high
no answer
no query generatedfail50.00s0.9992
o1-low
no answer
no query generatedfail50.00s0.7775
o3-high
no answer
no query generatedfail50.00s0.1066
o3-mini-high
no answer
no query generatedfail50.00s0.0475
o3-mini-low
no answer
no query generatedfail50.00s0.0529
o4-mini-high
no answer
no query generatedfail50.00s0.0492
o4-mini-low
no answer
no query generatedfail50.00s0.0453