Question Analysis
A Linux system shows a 'find' command used to search within .aws directories. Which specific AWS credential filename was the attacker attempting to locate?
37807632-d3da-442e-8c2e-00f44928ff8f
Question ID
6/16
Models Correct
1
Valid Answer
38%
Success Rate
Reference Answer
Human-validated correct answer for this question
credentials
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 | credentials | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where FileName =~ "find"
| where ProcessCommandLine contains ".aws"
| where ProcessCommandLine contains "-name" or ProcessCommandLine contains "-iname"
| extend searchedFilename = extract(@'-i?name\s+(".*?"|\S+)', 1, ProcessCommandLine)
| project Timestamp, DeviceName, InitiatingProcessAccountName, ProcessCommandLine, searchedFilename | Correct | 1 | 11.46s | 0.0048 |
| gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0109 |
| gpt-4-turbo-2024-04-09 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.2321 |
| gpt-4.1 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0467 |
| gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0685 |
| gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0080 |
| gpt-4.1-nano | credentials | DeviceProcessEvents
| where ProcessCommandLine contains "find" and ProcessCommandLine contains ".aws"
| where ProcessCommandLine contains "credentials" or ProcessCommandLine contains "credential"
| project TimeGenerated, DeviceName, ProcessId, InitiatingProcessFileName, ProcessCommandLine, InitiatingProcessParentFileName, InitiatingProcessParentId | Correct | 1 | 2.04s | 0.0005 |
| gpt-4o | credentials | DeviceProcessEvents
| where InitiatingProcessCommandLine contains 'find' and InitiatingProcessCommandLine has '.aws'
| where InitiatingProcessCommandLine matches regex @'(?i)(credentials|config|keys)'
| project TimeGenerated, DeviceName, InitiatingProcessCommandLine, FolderPath | Correct | 3 | 23.69s | 0.0344 |
| grok-3-beta | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0848 |
| grok-3-mini-beta | credentials | DeviceInfo
| where OSPlatform == "Linux"
| join kind=inner (
DeviceProcessEvents
| where ProcessCommandLine contains "find" and ProcessCommandLine contains ".aws"
| extend filename = extract(@"-name\s+([^\s]+)", 1, ProcessCommandLine)
| project DeviceId, ProcessCommandLine, filename
) on DeviceId
| project DeviceName, ProcessCommandLine, filename
| summarize UniqueFilenames = make_set(filename) by DeviceName
| project DeviceName, UniqueFilenames | Correct | 1 | 13.97s | 0.0016 |
| o1-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.9261 |
| o1-low | credentials | let LinuxDevices = DeviceInfo
| where OSPlatform startswith "Linux"
| distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (LinuxDevices)
| where ActionType == "ProcessCreated"
| where ProcessCommandLine has "find" and ProcessCommandLine has ".aws"
| project TimeGenerated,
DeviceName,
InitiatingProcessAccountName,
ProcessCommandLine,
AWSFilename = extract("-name\\s+['\"]([^'\"]+)", 1, ProcessCommandLine)
| where isnotempty(AWSFilename)
| Correct | 3 | 77.32s | 0.4870 |
| o3-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0453 |
| o3-mini-low | credentials | DeviceProcessEvents
| where InitiatingProcessCommandLine has "find" and InitiatingProcessCommandLine has ".aws"
| extend credential_filename = extract("-name\\s+['\\\"]?([^'\\\"\\s]+)", 1, InitiatingProcessCommandLine)
| where isnotempty(credential_filename)
| project TimeGenerated, DeviceName, InitiatingProcessCommandLine, credential_filename
| sort by TimeGenerated desc | Correct | 3 | 28.92s | 0.0221 |
| o4-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0342 |
| o4-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0297 |