Question Analysis
Review Linux process execution records for any commands that list TCP metric cache entries and filter out loopback interfaces. Which utility was used?
6c2da894-0b57-43cb-87af-46ea3b501388
Question ID
9/23
Models Correct
1
Valid Answer
39%
Success Rate
Reference Answer
Human-validated correct answer for this question
ip
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 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0508 |
gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0112 |
gpt-4-turbo-2024-04-09 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.2375 |
gpt-4.1 | ip | DeviceProcessEvents
| where ProcessCommandLine contains "metrics" and ProcessCommandLine contains "tcp"
| where not(ProcessCommandLine contains "lo")
| project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine | Correct | 1 | 6.89s | 0.0120 |
gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0330 |
gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0100 |
gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0015 |
gpt-4o | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0537 |
gpt-5-high | dash | let linux_devices = DeviceInfo
| where OSPlatform =~ "Linux"
| summarize arg_max(TimeGenerated, *) by DeviceId
| project DeviceId;
let tcp_metric_cmds = DeviceProcessEvents
| where ActionType == "ProcessCreated"
| join kind=inner (linux_devices) on DeviceId
| where tolower(ProcessCommandLine) has "tcp_metrics" or tolower(ProcessCommandLine) has "tcpmetrics"
| project DeviceId, DeviceName, TimeGenerated, Pid=ProcessId, ParentPid=InitiatingProcessId, SessionId=CreatedProcessSessionId, UtilityFileName=tolower(FileName), Cmd=ProcessCommandLine;
let loopback_filter_cmds = DeviceProcessEvents
| where ActionType == "ProcessCreated"
| join kind=inner (linux_devices) on DeviceId
| where tolower(FileName) in~ ("grep","egrep","fgrep","awk","sed")
| where ProcessCommandLine matches regex @"(?i)(-v\s+(lo|127\.0\.0\.1)|!/(lo|127\.0\.0\.1)/|/(lo|127\.0\.0\.1)/d)"
| project DeviceId, TimeGenerated, FilterPid=ProcessId, FilterParentPid=InitiatingProcessId, FilterSessionId=CreatedProcessSessionId, FilterProc=tolower(FileName), FilterCmd=ProcessCommandLine;
let correlated = tcp_metric_cmds
| join kind=innerunique (loopback_filter_cmds) on DeviceId
| where (ParentPid == FilterParentPid or SessionId == FilterSessionId)
and abs(tolong((TimeGenerated - TimeGenerated1)/1s)) <= 120s/1s
| project UtilityUsed=UtilityFileName, Cmd, Correlation="WithLoopbackFilter";
let candidates = tcp_metric_cmds
| project UtilityUsed=UtilityFileName, Cmd, Correlation="NoFilterObserved";
union correlated, candidates
| summarize EventCount=count(), ExampleCommand=any(Cmd) by UtilityUsed, Correlation
| order by Correlation asc, EventCount desc | Incorrect | 2 | 206.16s | 0.1204 |
gpt-5-mini-high | ip | let Keywords = dynamic(["tcp","metric","metrics","cache","mcache","route","-i","-s","-I","--metrics","ss -i","ss -I","ip route","ip -s","netstat -s","netstat -i"]);
let CommandFilters = (cmd:string){
cmd =~ cmd
};
union isfuzzy=true
DeviceProcessEvents
,DeviceEvents
| where isnotempty(ProcessCommandLine) or isnotempty(InitiatingProcessCommandLine) or isnotempty(ProcessCommandLine)
| extend Cmd = coalesce(ProcessCommandLine, InitiatingProcessCommandLine, ProcessCommandLine)
| where Cmd has_any ("ip","ss","netstat")
// filter for keywords indicating TCP metric/cache/metrics
| where Cmd has_any ("tcp", "metric", "metrics", "cache", "mcache", "route", "-i", "-s", "--metrics", "-I", "-i=")
// exclude invocations that explicitly target loopback interfaces or 127.0.0.1
| where not(Cmd has " lo" or Cmd has " lo:" or Cmd has "\"lo\"" or Cmd has "127.0.0.1" or Cmd has "::1")
| extend Utility = extract(@"(^|\s)([^/\s]+)(?:$|\s)", 2, Cmd)
| extend Utility = iif(isempty(Utility), file_name_simplified=tolower(tostring(split(Cmd, ' ')[0])), tolower(Utility))
| project TimeGenerated, DeviceName, DeviceId, AccountName, AccountDomain, ProcessId, Cmd, Utility, InitiatingProcessFileName, FileName, ActionType
| summarize count(), SampleCmds = make_set(Cmd, 10) by Utility, DeviceName, DeviceId
| order by count_ desc
| limit 50
| Correct | 1 | 11.87s | 0.0039 |
gpt-5-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0255 |
gpt-5-mini-medium | ip | let keywords = dynamic(["ss","netstat","ip route","ip -s","ip -s -s","ip neigh","ip route show cache","route -n","tc","tc -s"]);
let proc = DeviceProcessEvents
| where isnotempty(ProcessCommandLine)
| project TimeGenerated, DeviceName, DeviceId = DeviceId, ProcessCommandLine, FileName = FileName, ProcessId, AccountName, AccountDomain = AccountDomain;
let dev = DeviceEvents
| where isnotempty(InitiatingProcessCommandLine)
| project TimeGenerated, DeviceName, DeviceId = DeviceId, ProcessCommandLine = InitiatingProcessCommandLine, FileName = iff(isnotempty(FileName), FileName, InitiatingProcessFileName), ProcessId = InitiatingProcessId, AccountName = InitiatingProcessAccountName, AccountDomain = InitiatingProcessAccountDomain;
proc
| union dev
| extend cmdLower = tolower(tostring(ProcessCommandLine))
// match utilities or mentions of metrics/cache/tcp
| where cmdLower has_any (keywords) or cmdLower contains "metric" or cmdLower contains "cache" or cmdLower contains "tcp" or cmdLower contains "tcpmss" or cmdLower contains "mss" or cmdLower matches regex @"route.*cache"
// exclude loopback interfaces and localhost addresses
| where not(cmdLower contains "127.0.0.1" or cmdLower contains "::1" or cmdLower matches regex @"\b(lo|loopback)\b")
// extract likely utility name
| extend Utility = extract(@"(?i)\b(ss|netstat|ip|route|tc)\b", 1, cmdLower)
| summarize Count = count(), SampleCommands = make_set(ProcessCommandLine, 10), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated) by Utility, DeviceName, DeviceId
| where isnotempty(Utility)
| order by Count desc, LastSeen desc
| project Utility, DeviceName, DeviceId, Count, FirstSeen, LastSeen, SampleCommands | Correct | 2 | 41.95s | 0.0082 |
gpt-5-nano-high | ip | DeviceProcessEvents
| where TimeGenerated >= ago(7d)
| where InitiatingProcessCommandLine has_any ("tcp","netstat","ss","tcp_metric","tcp-metrics","gettcpmetrics","metrics","cache")
| where not (InitiatingProcessCommandLine contains "127.0.0.1" or InitiatingProcessCommandLine contains "localhost" or InitiatingProcessCommandLine contains "lo")
| extend Utility = strcat(InitiatingProcessFileName, ": ", InitiatingProcessCommandLine)
| summarize FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated), Hits = count() by InitiatingProcessFileName, InitiatingProcessCommandLine, Utility
| sort by Hits desc
| project FirstSeen, LastSeen, Hits, InitiatingProcessFileName, InitiatingProcessCommandLine, Utility | Correct | 1 | 37.17s | 0.0025 |
gpt-5-nano-medium | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0081 |
grok-3-beta | ip | DeviceProcessEvents
| where ProcessCommandLine has "ss" or ProcessCommandLine has "netstat" or ProcessCommandLine contains "tcp"
| join kind=leftanti (
DeviceNetworkEvents
| where LocalIP == "127.0.0.1"
) on DeviceId, InitiatingProcessId
| project Timestamp, DeviceName, InitiatingProcessFileName, ProcessCommandLine, DeviceId
| summarize count() by InitiatingProcessFileName, DeviceName, ProcessCommandLine
| order by count_ desc | Correct | 1 | 14.01s | 0.0302 |
grok-3-mini-beta | utilities | DeviceProcessEvents
| where ProcessCommandLine contains "ss" and ProcessCommandLine contains "tcp" and not (ProcessCommandLine contains "lo")
| summarize utilities = make_set(FileName)
| project utilities | Incorrect | 2 | 33.20s | 0.0029 |
o1-high | ip | DeviceProcessEvents
| join kind=inner (
DeviceInfo
| where OSPlatform == "Linux"
) on DeviceId
| where ProcessCommandLine has_any ("tcp", "cache")
| where not(ProcessCommandLine has_any ("lo", "loopback"))
| summarize Commands = makeset(ProcessCommandLine), Count=count() by FileName, DeviceName, bin(TimeGenerated, 1d)
| order by Count desc | Correct | 1 | 29.15s | 0.2232 |
o1-low | ip | DeviceProcessEvents
| join kind=inner (
DeviceInfo
| where OSPlatform =~ "Linux"
| project DeviceId
) on DeviceId
| where ProcessCommandLine has_all ("ip", "tcp_metrics", "show")
| where not(ProcessCommandLine has "lo")
| project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine, FolderPath, InitiatingProcessCommandLine
| order by TimeGenerated desc | Correct | 2 | 39.45s | 0.3375 |
o3-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0821 |
o3-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0490 |
o3-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0404 |
o4-mini-high | ip | let LinuxDevices = DeviceInfo
| where tolower(OSPlatform) contains "linux"
| distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (LinuxDevices)
// Filter for any tcp_metrics invocation
and ProcessCommandLine has "tcp_metrics"
// Exclude loopback traffic entries
and ProcessCommandLine !has " lo"
| project TimeGenerated, DeviceName, FileName, ProcessCommandLine
| summarize Invocations = count() by FileName, ProcessCommandLine
| sort by Invocations desc | Correct | 3 | 97.47s | 0.0338 |
o4-mini-low | ip | DeviceProcessEvents
// Look for TCP metric cache listing commands (ss -M/--metrics or ip tcp_metrics)
| where (ProcessCommandLine has "ss" and (ProcessCommandLine has "-M" or ProcessCommandLine has "--metrics"))
or (ProcessCommandLine has "ip" and ProcessCommandLine has "tcp_metrics")
// Exclude any references to the loopback interface
| where ProcessCommandLine !contains " lo" and ProcessCommandLine !contains "dev lo"
// Extract the invoked utility name from the full path
| extend UtilityPath = tostring(split(ProcessCommandLine, ' ')[0])
| extend Utility = tostring(split(UtilityPath, '/')[array_length(split(UtilityPath, '/')) - 1])
// Count invocations per utility and sort by highest usage
| summarize InvocationCount = count() by Utility
| order by InvocationCount desc | Correct | 3 | 96.59s | 0.0275 |