Question Analysis
A Linux system’s audit framework appears to have been reset unexpectedly. Search your process execution records to identify which exact invocation removed all auditd rules. What full command was executed?
33a29ab1-cabb-407f-9448-269041bf2856
Question ID
12/16
Models Correct
1
Valid Answer
75%
Success Rate
Reference Answer
Human-validated correct answer for this question
auditctl -D
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 | auditctl -D | DeviceProcessEvents
| where ProcessCommandLine contains "auditctl -D"
| project TimeGenerated, DeviceName, ProcessCommandLine
| order by TimeGenerated desc | Correct | 1 | 9.95s | 0.0041 |
| gpt-35-turbo | auditctl -e 1 | DeviceProcessEvents | where ProcessCommandLine contains 'auditctl' | project ProcessCommandLine, ProcessCreationTime, DeviceName | Incorrect | 4 | 6.98s | 0.0094 |
| gpt-4-turbo-2024-04-09 | sh -c "auditctl -D" | DeviceProcessEvents
| where ProcessCommandLine has 'auditctl -D'
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine
| distinct ProcessCommandLine | Correct | 1 | 8.90s | 0.0502 |
| gpt-4.1 | auditctl -D | DeviceProcessEvents
| where (tolower(ProcessCommandLine) contains "auditctl" and ProcessCommandLine contains "-D")
or (tolower(ProcessCommandLine) contains "augenrules" and ProcessCommandLine contains "--remove")
| project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine
| order by TimeGenerated desc | Correct | 1 | 5.54s | 0.0118 |
| gpt-4.1-finetuned | sh -c "auditctl -D" | // Remove redundant wildcards for efficiency.
let auditRemovalCommands = dynamic(['-d erase', '-d= erase', '--delete-all', 'delete', '-D']);
DeviceProcessEvents
| where ProcessCommandLine contains "auditctl"
| where ProcessCommandLine has_any(auditRemovalCommands)
| project-reorder AccountName, DeviceName, ProcessCommandLine
| limit 100
| extend hostname = tostring(split(DeviceName, ".")[0])
| extend local_account = tostring(split(AccountName, "@")[0])
| extend domain = tostring(split(AccountName, "@")[1])
| Correct | 4 | 40.60s | 0.0408 |
| gpt-4.1-mini | auditctl -D | DeviceProcessEvents
| where ProcessCommandLine has_any ("auditctl -D", "auditctl --remove-all-rules", "auditctl --delete-all-rules", "auditctl -d")
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, InitiatingProcessId, ProcessCommandLine, ProcessId
| order by TimeGenerated desc | Correct | 1 | 3.80s | 0.0023 |
| gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0014 |
| gpt-4o | auditctl -D | DeviceProcessEvents
| where ProcessCommandLine has_any ("auditctl -D", "auditctl") | Correct | 1 | 3.68s | 0.0791 |
| grok-3-beta | auditctl -D | DeviceProcessEvents
| where ProcessCommandLine contains "auditctl" and ProcessCommandLine contains "-D"
| project Timestamp, DeviceName, AccountName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine
| order by Timestamp desc | Correct | 1 | 9.53s | 0.0222 |
| grok-3-mini-beta | auditctl -D | DeviceProcessEvents
| where ProcessCommandLine contains "auditctl" and ProcessCommandLine contains "-D"
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine
| order by TimeGenerated desc | Correct | 1 | 17.31s | 0.0016 |
| o1-high | sh -c "auditctl -D" | DeviceProcessEvents
| where ProcessCommandLine contains "auditctl"
| where ProcessCommandLine has_any("-D", "--delete-rules")
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine
| order by TimeGenerated desc | Correct | 1 | 60.74s | 0.3899 |
| o1-low | sh -c "auditctl -D" | DeviceProcessEvents
| where ProcessCommandLine has "auditctl"
| where ProcessCommandLine has_any ("-D", "--delete-rules")
| order by TimeGenerated desc
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine | Correct | 1 | 46.34s | 0.3191 |
| o3-mini-high | auditctl -D | DeviceProcessEvents
| where ProcessCommandLine has "auditctl" and ProcessCommandLine has "-D"
| project TimeGenerated, DeviceName, ProcessCommandLine
| order by TimeGenerated desc | Correct | 1 | 13.66s | 0.0100 |
| o3-mini-low | auditctl -D | DeviceProcessEvents
| where InitiatingProcessCommandLine has 'auditctl' and InitiatingProcessCommandLine has '-D'
| project TimeGenerated, DeviceName, InitiatingProcessCommandLine
| order by TimeGenerated desc | Correct | 1 | 17.36s | 0.0148 |
| o4-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0331 |
| o4-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0318 |