// question
You are reviewing Linux syslog records on a CentOS/RHEL 7.x server. You notice entries for shell commands that access system configuration files under /etc/security. Determine exactly which configuration file was being inspected by the command.
Reference KQL answer and model-by-model comparison.
78a12e65-efff-4617-bc01-88f17d71315d
question id
11/23
models correct
1
valid answer
48%
success rate
// reference answer
Human-validated correct answer for this question.
pwquality.conf
// model comparison
| Model | Answer | KQL query | Status | Tries | Time | Cost |
|---|---|---|---|---|---|---|
| gemini-2.5-flash-preview-04-17 | pwquality.conf | DeviceProcessEvents | where ProcessCommandLine contains "/etc/security/" | project Timestamp, DeviceName, ProcessCommandLine | pass | 2 | 23.48s | 0.0115 |
| gpt-35-turbo | no answer | no query generated | fail | 5 | 0.00s | 0.0107 |
| gpt-4-turbo-2024-04-09 | pwquality.conf | DeviceProcessEvents | where InitiatingProcessCommandLine has '/etc/security/' or FileName has '/etc/security/' | project TimeGenerated, DeviceName, InitiatingProcessAccountName, InitiatingProcessCommandLine, FileName | pass | 3 | 18.98s | 0.1403 |
| gpt-4.1 | no answer | no query generated | fail | 5 | 0.00s | 0.0382 |
| gpt-4.1-finetuned | no answer | no query generated | fail | 5 | 0.00s | 0.0301 |
| gpt-4.1-mini | pwquality.conf | DeviceProcessEvents | where ProcessCommandLine contains "/etc/security/" | extend ConfigFileAccessed = extract(@"/etc/security/([^\s]+)", 1, ProcessCommandLine) | project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine, ConfigFileAccessed | order by TimeGenerated desc | pass | 1 | 20.58s | 0.0022 |
| gpt-4.1-nano | no answer | no query generated | fail | 5 | 0.00s | 0.0013 |
| gpt-4o | no answer | no query generated | fail | 5 | 0.00s | 0.0629 |
| gpt-5-high | no answer | no query generated | fail | 5 | 0.00s | 0.3123 |
| gpt-5-mini-high | no answer | no query generated | fail | 5 | 0.00s | 0.0163 |
| gpt-5-mini-low | /etc/security/pwquality.conf | let linux_cmds = @"(?i)\b(cat|less|more|tail|head|vi|vim|nano|sed|awk|grep|strings|stat)\b";
let etc_prefix = "/etc/security";
union isfuzzy=true
(
DeviceProcessEvents
| project TimeGenerated, DeviceId, DeviceName, AccountName, InitiatingProcessAccountName, ProcessCommandLine, InitiatingProcessCommandLine, ProcessId, InitiatingProcessId, InitiatingProcessFileName, FileName, FolderPath, SourceSystem
),
(
DeviceEvents
| project TimeGenerated, DeviceId, DeviceName, AccountName, InitiatingProcessAccountName, ProcessCommandLine, InitiatingProcessCommandLine, ProcessId, InitiatingProcessId, InitiatingProcessFileName, FileName, FolderPath, SourceSystem
),
(
DeviceFileEvents
| project TimeGenerated, DeviceId, DeviceName, AccountName = RequestAccountName, InitiatingProcessAccountName, ProcessCommandLine = InitiatingProcessCommandLine, InitiatingProcessCommandLine, ProcessId = InitiatingProcessId, InitiatingProcessId, InitiatingProcessFileName, FileName, FolderPath, SourceSystem
)
| extend CmdLine = coalesce(ProcessCommandLine, InitiatingProcessCommandLine, "")
// Keep events that reference /etc/security in cmdline or file fields
| where CmdLine contains etc_prefix or (isnotempty(FileName) and FileName startswith etc_prefix) or (isnotempty(FolderPath) and FolderPath startswith etc_prefix)
// Extract exact /etc/security paths from command lines (handles quoted paths). The pattern excludes whitespace and quotes inside the path token.
| extend MatchedPaths = extract_all('(/etc/security(?:/[^ \t\r\n''"]*)*)', CmdLine)
| mv-expand MatchedPaths to typeof(string)
| extend MatchedPaths = trim('''"', MatchedPaths)
| where isnotempty(MatchedPaths)
// Prefer likely inspection commands or shells/editors, but allow direct file events too
| where CmdLine matches regex(linux_cmds) or tostring(InitiatingProcessFileName) in~ ("bash","sh","sshd","sudo","su","vi","vim","nano","less","more") or FileName startswith etc_prefix
// Enrich with latest DeviceInfo per device (best-effort)
| join kind=leftouter (
DeviceInfo
| summarize arg_max(TimeGenerated, *) by DeviceId
| project DeviceId, OSDistribution, OSVersion, DeviceNameInfo = DeviceName
) on DeviceId
// Summarize by device and the exact matched path
| summarize FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated), Count = count(), DeviceNames = make_set(coalesce(DeviceName, DeviceNameInfo), 5), Accounts = make_set(AccountName, 5), InitiatingAccounts = make_set(InitiatingProcessAccountName,5), InitiatingProcesses = make_set(InitiatingProcessFileName,5), ProcessIds = make_set(ProcessId,5), CmdLines = make_set(CmdLine,20) by DeviceId, MatchedFile = MatchedPaths, OSDistribution, OSVersion
| project DeviceId, DeviceName = tostring(DeviceNames[0]), MatchedFile, Count, FirstSeen, LastSeen, Accounts, InitiatingAccounts, InitiatingProcesses, ProcessIds, CmdLines, OSDistribution, OSVersion
| order by FirstSeen desc | pass | 5 | 98.88s | 0.0224 |
| gpt-5-mini-medium | no answer | no query generated | fail | 5 | 0.00s | 0.0147 |
| gpt-5-nano-high | no answer | no query generated | fail | 5 | 0.00s | 0.0067 |
| gpt-5-nano-medium | no answer | no query generated | fail | 5 | 0.00s | 0.0069 |
| grok-3-beta | pwquality.conf | DeviceProcessEvents
| join kind=leftouter (
DeviceInfo
| where OSPlatform contains "Linux"
) on DeviceId
| where ProcessCommandLine contains "/etc/security"
| project Timestamp, DeviceName, ProcessCommandLine, InitiatingProcessFileName, OSPlatform
| order by Timestamp desc | pass | 5 | 37.33s | 0.0899 |
| grok-3-mini-beta | /etc/security/pwquality.conf" | DeviceProcessEvents | where InitiatingProcessCommandLine contains "/etc/security" | extend AccessedFile = extract(@"(/etc/security/[^ ]+)", 1, InitiatingProcessCommandLine) | where isnotempty(AccessedFile) | distinct AccessedFile | order by AccessedFile asc | pass | 2 | 20.88s | 0.0029 |
| o1-high | pwquality.conf | union DeviceProcessEvents, DeviceFileEvents
| where FolderPath contains "/etc/security" or ProcessCommandLine contains "/etc/security"
| where ActionType in ("FileAccessed", "FileOpened", "FileRead", "FileModified", "ProcessCreated", "ProcessLaunched")
| project TimeGenerated, DeviceName, FolderPath, FileName, ProcessCommandLine, ActionType
| order by TimeGenerated desc | pass | 2 | 43.58s | 0.3457 |
| o1-low | pwquality.conf | // Search across file and process event tables for references to files under /etc/security union DeviceFileEvents, DeviceProcessEvents | where FolderPath contains "/etc/security" or ProcessCommandLine has "/etc/security" or InitiatingProcessCommandLine has "/etc/security" | project TimeGenerated, DeviceName, ActionType, FileName, FolderPath, InitiatingProcessCommandLine, ProcessCommandLine | order by TimeGenerated desc | pass | 2 | 41.20s | 0.3225 |
| o3-high | no answer | no query generated | fail | 5 | 0.00s | 0.0903 |
| o3-mini-high | pwquality.conf | DeviceProcessEvents | where InitiatingProcessCommandLine contains "/etc/security" | extend InspectedFile = tostring(extract(@"(/etc/security/\S+)", 1, InitiatingProcessCommandLine)) | where isnotempty(InspectedFile) | distinct TimeGenerated, InspectedFile, InitiatingProcessCommandLine | order by TimeGenerated desc | pass | 1 | 11.06s | 0.0087 |
| o3-mini-low | no answer | no query generated | fail | 5 | 0.00s | 0.0338 |
| o4-mini-high | pwquality.conf | union isfuzzy=true
(
DeviceFileEvents
| where FolderPath startswith "/etc/security"
| extend FullPath = strcat(FolderPath, "/", FileName)
| project Timestamp = TimeGenerated,
DeviceName,
AccountName = InitiatingProcessAccountName,
InitiatingProcessFileName,
CommandLine = InitiatingProcessCommandLine,
FullPath
),
(
DeviceProcessEvents
| where ProcessCommandLine contains "/etc/security/"
| extend FullPath = extract(@"(/etc/security/\S+)", 1, ProcessCommandLine)
| project Timestamp = ProcessCreationTime,
DeviceName,
AccountName = InitiatingProcessAccountName,
InitiatingProcessFileName,
CommandLine = ProcessCommandLine,
FullPath
)
| sort by Timestamp desc | pass | 2 | 94.71s | 0.0222 |
| o4-mini-low | /etc/security/pwquality.conf | DeviceProcessEvents
| where FileName in ("cat","less","more","tail","head","grep","vi","vim","nano","sed","awk")
| where ProcessCommandLine contains "/etc/security/"
| extend ConfigFile = extract(@"(/etc/security/\S+)", 1, ProcessCommandLine)
| project TimeGenerated, DeviceName, AccountName = AccountUpn, ShellCommand = FileName, ProcessCommandLine, ConfigFile
| order by TimeGenerated desc | pass | 2 | 80.97s | 0.0219 |