Question Analysis
A user‐space process on a Linux device invoked a shell to capture and display the system’s environment variables and path. Which exact command was used to perform this discovery?
fcbdd43f-f4ad-42d5-98f3-0218097e2720
Question ID
10/16
Models Correct
1
Valid Answer
63%
Success Rate
Reference Answer
Human-validated correct answer for this question
env
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 | 0.0234 |
gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0111 |
gpt-4-turbo-2024-04-09 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.5914 |
gpt-4.1 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0457 |
gpt-4.1-finetuned | /usr/bin/sh -c '[ -x "$(command -v printenv)" ] && exit 0 || exit 1'" | let command_discovery = dynamic(["env", "printenv"]);
let binaries = dynamic(["sh", "csh", "zsh", "dash", "bash", "rbash"]);
DeviceProcessEvents
| where ActionType has_any ("CreateProcess", "ForkEvent", "ProcessCreated")
| where FileName has_any (binaries)
| where ProcessCommandLine has_any (command_discovery)
| extend CommandLine = tostring(ProcessCommandLine)
| summarize argCount = count(), processNames = make_set(ProcessCommandLine,1000) by FileName, CommandLine
| sort by argCount desc
// Uncomment below for exact execution time and parent process info:
// | summarize argCount = count(), processNames = make_set(ProcessCommandLine,1000) by FileName, FolderPath, Timestamp, InitiatingProcessParentFileName
// | mv-expand processNames
// | extend CommandLine = tostring(processNames)
// | project-away processNames
| Correct | 4 | 35.82s | 0.0424 |
gpt-4.1-mini | env | DeviceProcessEvents
| where DeviceName contains "linux" or InitiatingProcessFileName in ("bash", "sh", "zsh")
| where ProcessCommandLine has_any ("env", "printenv", "set")
| project DeviceName, ProcessCommandLine, ProcessCreationTime
| order by ProcessCreationTime desc | Correct | 1 | 3.86s | 0.0025 |
gpt-4.1-nano | env | DeviceProcessEvents
| where FolderPath contains '/bin' or FolderPath contains '/usr/bin' or FolderPath contains 'bin/'
| where ProcessCommandLine contains 'printenv' or ProcessCommandLine contains 'env' or ProcessCommandLine contains 'set'
| where ProcessCommandLine contains '| grep' or ProcessCommandLine contains 'grep'
| project TimeGenerated, DeviceName, FileName, ProcessCommandLine, InitiatingProcessParentFileName, InitiatingProcessId | Correct | 2 | 3.71s | 0.0009 |
gpt-4o | sh -c env | DeviceProcessEvents
| where InitiatingProcessCommandLine has_any ("env", "printenv", "echo $PATH")
| project TimeGenerated, DeviceName, InitiatingProcessCommandLine, AccountName, AccountDomain, ProcessCommandLine | Correct | 2 | 8.34s | 0.0977 |
grok-3-beta | env | DeviceProcessEvents
| where ProcessCommandLine has_any ('env', 'printenv', 'set', 'echo $PATH')
| where InitiatingProcessFileName in~ ('bash', 'sh', 'zsh') or FileName in~ ('bash', 'sh', 'zsh')
| join kind=inner DeviceInfo on DeviceId
| where OSPlatform contains 'Linux'
| project DeviceName, FileName, ProcessCommandLine, Timestamp
| order by Timestamp desc | Correct | 1 | 10.70s | 0.0320 |
grok-3-mini-beta | env | let linuxDevices = DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (linuxDevices)
| where (ProcessCommandLine contains "env" or ProcessCommandLine contains "printenv" or (ProcessCommandLine contains "echo" and ProcessCommandLine contains "$PATH"))
| where FileName has_any ("bash", "sh", "zsh")
| project TimeGenerated, DeviceName, ProcessCommandLine
| order by TimeGenerated desc
| take 10; | Correct | 3 | 44.61s | 0.0140 |
o1-high | env | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| join kind=inner (
DeviceInfo
| where OSPlatform == "Linux"
| project DeviceId
) on DeviceId
| where isnotempty(ProcessCommandLine)
| where ProcessCommandLine has_any ("env", "printenv", "echo $PATH", "cat /proc/")
| order by TimeGenerated desc
| project TimeGenerated, DeviceName, AccountDomain, AccountName, FileName, ProcessCommandLine
| limit 50 | Correct | 4 | 110.33s | 0.8748 |
o1-low | env | DeviceProcessEvents
| join kind=inner (
DeviceInfo
| where OSPlatform =~ "Linux"
| distinct DeviceId
) on DeviceId
| where ActionType == "ProcessCreated"
| where tolower(ProcessCommandLine) has_any ("env", "printenv", "echo $path", "cat /etc/environment")
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine
| order by TimeGenerated desc
| limit 100 | Correct | 2 | 71.26s | 0.6712 |
o3-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0469 |
o3-mini-low | env | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where isnotempty(ProcessCommandLine)
| where ProcessCommandLine has_any ("env", "printenv", "$PATH")
| where FileName endswith "sh" or FileName endswith "bash" or FileName endswith "zsh"
| project TimeGenerated, DeviceName, FileName, ProcessCommandLine
| sort by TimeGenerated desc
| take 10 | Correct | 1 | 22.01s | 0.0190 |
o4-mini-high | env | let linuxDevices = DeviceInfo
| where OSPlatform =~ "Linux"
| project DeviceId;
DeviceProcessEvents
| where DeviceId in (linuxDevices)
| where InitiatingProcessFileName in~ ("bash", "sh", "zsh")
| where ProcessCommandLine matches regex @"\b(env|printenv|set)\b|\becho\s+\$PATH\b"
| project TimeGenerated, DeviceName, DeviceId, InitiatingProcessAccountName, InitiatingProcessFileName, ProcessCommandLine
| sort by TimeGenerated desc | Correct | 3 | 124.61s | 0.0391 |
o4-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0404 |