Question Analysis

On a Linux host, a command was run to list all processes and filter for common security or monitoring agents. Review the process logs and identify which agent name was actually observed.

23b91cd2-c99c-4002-9e41-317c63e024a2
Question ID
0/16
Models Correct
1
Valid Answer
0%
Success Rate
Reference Answer

Human-validated correct answer for this question

auditbeat
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
auditd
DeviceProcessEvents | where ActionType == "ProcessCreated" | join kind=inner (DeviceInfo | where OSPlatform == "Linux") on DeviceId | where FileName has_any ('auditd', 'ossec-agentd', 'splunkd', 'mdatp', 'falcon-sensor', 'elastic-agent', 'syslog-ng', 'rsyslogd', 'zabbix_agentd', 'datadog-agent') or ProcessCommandLine has_any ('auditd', 'ossec-agentd', 'splunkd', 'mdatp', 'falcon-sensor', 'elastic-agent', 'syslog-ng', 'rsyslogd', 'zabbix_agentd', 'datadog-agent') | summarize count() by FileName
Incorrect
2
31.70s
0.0159
gpt-35-turbo
No answer provided
No query generated
Incorrect
5
0.00s
0.0108
gpt-4-turbo-2024-04-09
None
DeviceProcessEvents | where FileName =~ 'ps' and (ProcessCommandLine contains 'aux' or ProcessCommandLine contains 'ejvx') | summarize AgentNames = make_set(ProcessVersionInfoProductName) by DeviceName, DeviceId | project DeviceName, DeviceId, AgentNames
Incorrect
2
15.03s
0.0979
gpt-4.1
auditd
DeviceProcessEvents // Filter for common agent process names in FileName or ProcessCommandLine | where FileName matches regex @"(?i)(falcon|crowdstrike|sentinelone|sentinelctl|sophos|savd|mcafee|isecespd|trend|cb|carbonblack|osquery|elastic|auditd|sysmon|qualys|defendpoint|edr|clamd|defender|detection|dome|secureworks|panda|bitdefender|eset|avast|avg|comodo|f-secure|kaspersky|malwarebytes|rapid7|fireeye|forti|fidelis|huntress|tanium|sumologic|logrhythm|zeek|suricata|sysdig|wazuh|ossec)" or ProcessCommandLine matches regex @"(?i)(falcon|crowdstrike|sentinelone|sentinelctl|sophos|savd|mcafee|isecespd|trend|cb|carbonblack|osquery|elastic|auditd|sysmon|qualys|defendpoint|edr|clamd|defender|detection|dome|secureworks|panda|bitdefender|eset|avast|avg|comodo|f-secure|kaspersky|malwarebytes|rapid7|fireeye|forti|fidelis|huntress|tanium|sumologic|logrhythm|zeek|suricata|sysdig|wazuh|ossec)" | project TimeGenerated, DeviceName, FileName, ProcessCommandLine | summarize AgentsObserved = make_set(FileName), SampleCommands = make_set(ProcessCommandLine,10), Count=count()
Incorrect
2
12.00s
0.0213
gpt-4.1-finetuned
No answer provided
No query generated
Incorrect
5
0.00s
0.0335
gpt-4.1-mini
auditd
DeviceProcessEvents | where ProcessCommandLine containscs "osquery" or ProcessCommandLine containscs "falco" or ProcessCommandLine containscs "sysmon" or ProcessCommandLine containscs "sysdig" or ProcessCommandLine containscs "auditd" or ProcessCommandLine containscs "tripwire" or ProcessCommandLine containscs "clamav" or ProcessCommandLine containscs "loganalyzer" or ProcessCommandLine containscs "auditbeat" or ProcessCommandLine containscs "filebeat" or ProcessCommandLine containscs "packetbeat" or ProcessCommandLine containscs "suricata" or ProcessCommandLine containscs "ossec" or ProcessCommandLine containscs "wazuh" or ProcessCommandLine containscs "zeek" or ProcessCommandLine containscs "snort" | summarize AgentsObserved = make_set(ProcessCommandLine) | project AgentsObserved
Incorrect
1
5.06s
0.0026
gpt-4.1-nano
No answer provided
No query generated
Incorrect
5
0.00s
0.0018
gpt-4o
mdatp
DeviceProcessEvents | join kind=inner (DeviceInfo | where OSPlatform == "Linux") on DeviceId | where ProcessCommandLine contains "agent" or ProcessCommandLine contains "security" or ProcessCommandLine contains "monitor" | summarize FirstObserved=min(ProcessCreationTime), LastObserved=max(ProcessCreationTime), Count=count() by InitiatingProcessCommandLine, InitiatingProcessAccountName, DeviceName | order by LastObserved desc
Incorrect
3
11.29s
0.1983
grok-3-beta
No answer provided
No query generated
Incorrect
5
0.00s
0.1259
grok-3-mini-beta
systemctl
DeviceProcessEvents | where TimeGenerated between (datetime(2023-01-01) .. now()) // Timerange will be replaced externally | join kind=inner (DeviceInfo | where OSPlatform == "Linux" | project DeviceId, DeviceName) on DeviceId | where FileName has_any ("defender", "crowdstrike", "sophos", "agent") or ProcessCommandLine has_any ("defender", "crowdstrike", "sophos", "agent") | distinct FileName, DeviceName | project DeviceName, ObservedAgent=FileName | sort by DeviceName asc
Incorrect
3
37.48s
0.0045
o1-high
None
let LinuxDevices = DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId, DeviceName; DeviceProcessEvents | where ActionType == "ProcessCreated" | where DeviceId in (LinuxDevices) | where ProcessCommandLine has_any ("ps aux", "ps -ef") | where ProcessCommandLine contains "grep" | extend ObservedAgent = extract(@"grep\s+(\S+)", 1, ProcessCommandLine) | project TimeGenerated, DeviceName, ProcessCommandLine, ObservedAgent | order by TimeGenerated desc
Incorrect
3
101.06s
0.7469
o1-low
No answer provided
No query generated
Incorrect
5
0.00s
1.0598
o3-mini-high
auditd
DeviceProcessEvents | where ProcessCommandLine has_any ("osquery", "wazuh", "auditd", "sysdig", "falco", "tripwire", "clamav", "chkrootkit", "rkhunter", "snort", "suricata", "ossec") | project TimeGenerated, DeviceName, ProcessId, FileName, ProcessCommandLine | order by TimeGenerated desc
Incorrect
1
21.96s
0.0165
o3-mini-low
telegraf
DeviceProcessEvents | where ProcessCommandLine has "ps" and ProcessCommandLine has "grep" | extend AgentName = extract(@"grep\s+(\S+)", 1, ProcessCommandLine) | summarize Count = count() by AgentName | order by Count desc
Incorrect
1
51.45s
0.0196
o4-mini-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0542
o4-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0473