Question Analysis
A Linux system shows a process in the execution logs that fetched the machine’s name. Review the DeviceProcessEvents table to find out which utility was called to perform this hostname lookup.
486e88ea-4f56-470f-9b57-3f4d73f39133
Question ID
17/23
Models Correct
1
Valid Answer
74%
Success Rate
Reference Answer
Human-validated correct answer for this question
hostname
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 | hostname | DeviceProcessEvents
| where ProcessCommandLine has "hostname" or ProcessCommandLine has "uname -n"
| project Timestamp, DeviceName, FileName, ProcessCommandLine, AccountName
| take 10 | Correct | 1 | 6.37s | 0.0020 |
gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0108 |
gpt-4-turbo-2024-04-09 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.2229 |
gpt-4.1 | hostname | DeviceProcessEvents
| where FileName in~ ("hostname", "uname", "cat")
or ProcessCommandLine has_any ("hostname", "uname", "/proc/sys/kernel/hostname")
| summarize EventCount = count(), ExampleTime=min(TimeGenerated), AnyDevice=any(DeviceName), AnyUser=any(AccountName)
by FileName, ProcessCommandLine
| top 20 by EventCount desc | Correct | 2 | 9.65s | 0.0254 |
gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0386 |
gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0062 |
gpt-4.1-nano | /usr/bin/hostname | DeviceProcessEvents
| where ProcessCommandLine has_any ('nslookup', 'hostname', 'ipconfig', 'scutil', 'dig', 'host') or FileName has_any ('nslookup.exe', 'hostname', 'ipconfig.exe', 'scutil', 'dig', 'host')
| take 50
| project TimeGenerated, DeviceName, ProcessId, InitiatingProcessFileName, ProcessCommandLine, InitiatingProcessParentFileName, InitiatingProcessId, InitiatingProcessParentId, InitiatingProcessCreationTime | Correct | 3 | 6.12s | 0.0016 |
gpt-4o | hostname | DeviceProcessEvents
| where ActionType == "ProcessCreated" and (ProcessCommandLine contains "hostname" or FileName == "hostname")
| project TimeGenerated, DeviceId, DeviceName, FileName, ProcessCommandLine, InitiatingProcessFileName
| order by TimeGenerated desc
| take 50 | Correct | 5 | 30.46s | 0.0601 |
gpt-5-high | hostname | let linux_devices = DeviceInfo
| where OSPlatform == "Linux"
| summarize by DeviceId;
DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where DeviceId in (linux_devices)
| extend cmd = tostring(ProcessCommandLine), fname = tostring(FileName)
| extend cmd_l = tolower(cmd), fname_l = tolower(fname)
// Pre-filter to commands/indicators commonly used to fetch the hostname
| where fname_l in ("hostname","hostnamectl","uname","cat","sysctl","sh","bash","dash","zsh","python","perl","ruby","node")
or cmd_l has_any ("hostnamectl", "uname -n", "--nodename", "/etc/hostname", "/proc/sys/kernel/hostname", "kernel.hostname", "socket.gethostname", "gethostname(")
or cmd_l matches regex @"(^|\s)hostname(\s|$)"
// Normalize to the effective utility used for the hostname lookup
| extend Utility = case(
fname_l == "hostnamectl" or cmd_l has "hostnamectl", "hostnamectl",
fname_l == "uname" and (cmd_l has " -n" or cmd_l has " --nodename"), "uname -n",
cmd_l matches regex @"(^|\s)hostname(\s|$)", "hostname",
cmd_l has "/etc/hostname", "cat /etc/hostname",
cmd_l has "/proc/sys/kernel/hostname", "cat /proc/sys/kernel/hostname",
fname_l == "sysctl" and cmd_l has "kernel.hostname", "sysctl kernel.hostname",
cmd_l has "socket.gethostname" or cmd_l has "gethostname(", "programmatic gethostname()",
"Other"
)
| where Utility != "Other"
| project TimeGenerated, DeviceName, DeviceId, Utility, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine
| order by TimeGenerated desc | Correct | 1 | 103.64s | 0.0525 |
gpt-5-mini-high | hostname | DeviceProcessEvents
| where isnotempty(ProcessCommandLine) or isnotempty(FileName) or isnotempty(InitiatingProcessCommandLine) or isnotempty(InitiatingProcessFileName)
// Restrict to Linux devices
| join kind=inner (
DeviceInfo
| where tolower(tostring(OSPlatform)) has "linux"
| distinct DeviceId
) on DeviceId
| extend cmd = tolower(tostring(ProcessCommandLine)), fname = tolower(tostring(FileName)), iproc_cmd = tolower(tostring(InitiatingProcessCommandLine)), iproc_file = tolower(tostring(InitiatingProcessFileName))
// Look for common hostname lookup utilities/patterns (including reading /etc/hostname and sysctl kernel.hostname)
| where cmd matches regex @"\b(hostnamectl|hostname|dnsdomainname|uname|gethostname|getent|sysctl)\b"
or iproc_cmd matches regex @"\b(hostnamectl|hostname|dnsdomainname|uname|gethostname|getent|sysctl)\b"
or fname matches regex @"\b(hostnamectl|hostname|dnsdomainname|uname|getent|cat)\b"
or iproc_file matches regex @"\b(hostnamectl|hostname|dnsdomainname|uname|getent|cat)\b"
or cmd contains "/etc/hostname" or iproc_cmd contains "/etc/hostname"
or cmd contains "kernel.hostname" or iproc_cmd contains "kernel.hostname"
| extend detected = case(
cmd matches regex @"\bhostnamectl\b" or iproc_cmd matches regex @"\bhostnamectl\b" or fname matches regex @"\bhostnamectl\b" or iproc_file matches regex @"\bhostnamectl\b", "hostnamectl",
cmd matches regex @"\bdnsdomainname\b" or iproc_cmd matches regex @"\bdnsdomainname\b" or fname matches regex @"\bdnsdomainname\b" or iproc_file matches regex @"\bdnsdomainname\b", "dnsdomainname",
cmd matches regex @"\buname\b" or iproc_cmd matches regex @"\buname\b" or fname matches regex @"\buname\b" or iproc_file matches regex @"\buname\b", "uname",
cmd contains "/etc/hostname" or iproc_cmd contains "/etc/hostname", "cat /etc/hostname",
cmd matches regex @"\bgetent\b" or iproc_cmd matches regex @"\bgetent\b" or fname matches regex @"\bgetent\b", "getent",
cmd matches regex @"\bsysctl\b" or iproc_cmd matches regex @"\bsysctl\b", "sysctl kernel.hostname",
cmd matches regex @"\bgethostname\b" or iproc_cmd matches regex @"\bgethostname\b", "gethostname",
cmd contains "cat" or iproc_cmd contains "cat" or fname contains "cat" or iproc_file contains "cat", "cat (generic)",
"other")
// Summarize to reduce noise and show examples
| summarize count = count(), lastTime = max(TimeGenerated), sampleCmd = any(ProcessCommandLine), sampleFile = any(FileName), sampleInitiatingCmd = any(InitiatingProcessCommandLine), sampleInitiatingFile = any(InitiatingProcessFileName) by DeviceId, DeviceName, detected
| order by lastTime desc
| take 200 | Correct | 3 | 48.82s | 0.0139 |
gpt-5-mini-low | hostname | DeviceProcessEvents
| where TimeGenerated between (startofday(ago(7d)) .. now())
// If caller will set the timerange externally, remove the above line and rely on external time filter
| where isnotempty(ProcessCommandLine) or isnotempty(FileName)
// Filter common Linux hostname utilities and commands
| where FileName in~ ("hostname", "uname", "cat", "hostnamectl")
or ProcessCommandLine has_any ("hostname", "uname -n", "/etc/hostname", "hostnamectl")
// Optionally filter to Linux devices by joining DeviceInfo OSPlatform
| join kind=leftouter (
DeviceInfo
| summarize LatestTime=max(TimeGenerated) by DeviceId, OSPlatform
) on DeviceId
| where OSPlatform has "Linux" or isnull(OSPlatform)
| project TimeGenerated, DeviceName, DeviceId, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessId, ProcessId, ProcessCreationTime, InitiatingProcessCreationTime, AccountDomain, AccountName, AdditionalFields
| sort by TimeGenerated desc
| take 50 | Correct | 1 | 11.12s | 0.0107 |
gpt-5-mini-medium | hostname | let linuxDevices = DeviceInfo
| where tostring(OSPlatform) has "Linux"
| project DeviceId, OSPlatform;
DeviceProcessEvents
| where isnotempty(ProcessCommandLine) or isnotempty(FileName)
// token filter to reduce dataset
| where ProcessCommandLine has_any ("hostname","uname","/etc/hostname","hostnamectl","gethostname","sysctl","gethostbyname","socket.gethostname","platform.node","getent","dig","cat")
or FileName has_any ("hostname","uname","hostnamectl","cat","python","perl","ruby","php","bash","sh","getent","dig")
| join kind=inner (linuxDevices) on DeviceId
| extend CmdLower = tolower(tostring(ProcessCommandLine)), FileNameStr = tostring(FileName)
// try to extract the utility name from the command line
| extend ExtractCmd = extract(@"(?:^|[\s/])((?:hostnamectl|hostname|gethostname|uname|sysctl|cat|getent|dig|python|perl|ruby|php|bash|sh))\b", 1, CmdLower)
| extend FileBase = tolower(tostring(split(FileNameStr,'/')[-1]))
| extend Invoked = case(
isnotempty(ExtractCmd), ExtractCmd,
FileBase in ("hostname","uname","hostnamectl","cat","getent","dig","python","perl","ruby","php","bash","sh"), FileBase,
CmdLower contains "/etc/hostname", "cat(/etc/hostname)",
CmdLower contains "gethostbyname" or CmdLower contains "socket.gethostname" or CmdLower contains "platform.node", "language_call",
"unknown")
| where Invoked != "unknown"
| summarize Count = count(), Examples = make_list(pack("TimeGenerated", TimeGenerated, "DeviceName", DeviceName, "ProcessId", ProcessId, "ProcessCommandLine", ProcessCommandLine, "FileName", FileName, "InitiatingProcessFileName", InitiatingProcessFileName), 5) by Invoked
| sort by Count desc
| take 50 | Correct | 5 | 91.10s | 0.0242 |
gpt-5-nano-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0073 |
gpt-5-nano-medium | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0079 |
grok-3-beta | hostname | DeviceProcessEvents
| where (ProcessCommandLine contains_cs 'hostname' or ProcessCommandLine contains_cs 'hostnamectl' or ProcessCommandLine contains_cs 'uname')
or (FileName contains_cs 'hostname' or FileName contains_cs 'hostnamectl' or FileName contains_cs 'uname')
| where InitiatingProcessFolderPath contains '/usr/' or InitiatingProcessFolderPath contains '/bin/' or InitiatingProcessFolderPath contains '/sbin/'
| project DeviceName, FileName, ProcessCommandLine, ProcessCreationTime, ProcessId, AccountName
| order by ProcessCreationTime desc
| limit 50 | Correct | 3 | 24.61s | 0.0896 |
grok-3-mini-beta | hostname | DeviceProcessEvents
| where ProcessCommandLine contains 'hostname'
| join kind=inner (
DeviceInfo
| where OSPlatform == 'Linux'
| project DeviceId
) on DeviceId
| summarize arg_max(TimeGenerated, *) by FileName
| project TimeGenerated, DeviceName, FileName, ProcessCommandLine
| order by TimeGenerated desc
| limit 100 | Correct | 5 | 58.60s | 0.0075 |
o1-high | hostname | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where FileName in~ ("hostname", "uname", "nslookup", "host")
| order by TimeGenerated desc
| project TimeGenerated, DeviceName, FileName, ProcessCommandLine
| limit 50 | Correct | 2 | 47.03s | 0.3370 |
o1-low | hostname | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| join (DeviceInfo | where OSPlatform == "Linux") on DeviceId
| where FileName in~ ("hostname", "uname", "hostnamectl")
| project TimeGenerated, DeviceId, DeviceName, OSPlatform, AccountName, FileName, ProcessCommandLine
| order by TimeGenerated desc
| limit 100 | Correct | 2 | 38.06s | 0.3182 |
o3-high | hostname | // Which utility was used on a Linux host to obtain the machine name
let LinuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| project DeviceId, DeviceName;
DeviceProcessEvents
| where ActionType == "ProcessCreated"
// keep only events coming from Linux machines
| where DeviceId in (LinuxDevices)
// look for common hostname-lookup utilities or obvious command-line patterns
| where FileName in~ ("hostname", "uname", "hostnamectl", "cat")
or ProcessCommandLine has "hostname"
or ProcessCommandLine has "uname -n"
or ProcessCommandLine has "/etc/hostname"
// enrich with the device friendly name
| join kind=leftouter (LinuxDevices) on DeviceId
| summarize EventCount = count(),
FirstSeen = min(TimeGenerated),
LastSeen = max(TimeGenerated),
SampleCommand = any(ProcessCommandLine)
by DeviceName, DeviceId, Utility = tostring(FileName)
| sort by LastSeen desc | Correct | 1 | 44.74s | 0.0246 |
o3-mini-high | hostname | DeviceProcessEvents
| where FileName has "hostname" or ProcessCommandLine has "hostname"
| project TimeGenerated, DeviceName, FileName, ProcessCommandLine, ProcessCreationTime, InitiatingProcessFileName
| sort by TimeGenerated desc
| limit 50 | Correct | 1 | 7.74s | 0.0109 |
o3-mini-low | hostname | DeviceProcessEvents
| join kind=inner (
DeviceInfo
| where OSPlatform =~ "Linux"
| project DeviceId, OSPlatform
) on DeviceId
| where ProcessCommandLine contains "hostname" or FileName contains "hostname"
| where isnull(FileName) or FileName !endswith ".exe"
| summarize EventCount = count() by DeviceName, FileName, ProcessCommandLine, InitiatingProcessFileName
| sort by EventCount desc
| limit 100 | Correct | 3 | 28.51s | 0.0359 |
o4-mini-high | hostname | let linuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId;
linuxDevices
| join kind=inner (
DeviceProcessEvents
| where FileName in ("hostname", "hostnamectl", "uname")
and (FileName != "uname" or ProcessCommandLine has "-n")
) on DeviceId
| project TimeGenerated, DeviceName, ProcessId, FileName, FolderPath, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine
| sort by TimeGenerated desc
| take 50 | Correct | 3 | 45.25s | 0.0333 |
o4-mini-low | hostname | let linuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (linuxDevices)
// Only process‐creation events
| where ActionType == "ProcessCreated"
// Match the hostname binary or uname with -n flag
| where FileName =~ "hostname"
or (FileName =~ "uname" and ProcessCommandLine has "-n")
// Project only the fields you need to see which utility was called
| project TimeGenerated,
DeviceName,
AccountName,
FileName,
ProcessCommandLine,
InitiatingProcessFileName,
InitiatingProcessCommandLine,
ProcessId,
InitiatingProcessId
| sort by TimeGenerated desc
| take 50 | Correct | 4 | 111.50s | 0.0361 |