Question Analysis

On a Linux system, you suspect someone erased their command history by linking the history file to /dev/null. Investigate process events and determine which utility was executed to achieve this.

23d348f3-cc5c-4ba9-bd0a-ae09069f0914
Question ID
17/23
Models Correct
1
Valid Answer
74%
Success Rate
Reference Answer

Human-validated correct answer for this question

ln
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
ln
DeviceProcessEvents | where ProcessCommandLine has "ln" | where ProcessCommandLine has "/dev/null" | project Timestamp, DeviceName, AccountName, ProcessCommandLine
Correct
1
8.75s
0.0026
gpt-35-turbo
No answer provided
No query generated
Incorrect
5
0.00s
0.0111
gpt-4-turbo-2024-04-09
ln
DeviceProcessEvents | where InitiatingProcessCommandLine has 'ln' and (InitiatingProcessCommandLine has '/dev/null' and InitiatingProcessCommandLine has '.bash_history') | union (DeviceProcessEvents | where ProcessCommandLine has 'ln' and (ProcessCommandLine has '/dev/null' and ProcessCommandLine has '.bash_history')) | project TimeGenerated, DeviceName, FileName, FolderPath, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine
Correct
4
32.74s
0.1963
gpt-4.1
ln
DeviceProcessEvents | where ProcessCommandLine has "/dev/null" and ProcessCommandLine has ".bash_history" | project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine, InitiatingProcessAccountName, InitiatingProcessCommandLine
Correct
1
5.45s
0.0119
gpt-4.1-finetuned
No answer provided
No query generated
Incorrect
5
0.00s
0.0491
gpt-4.1-mini
ln
DeviceProcessEvents | where DeviceName endswith ".linux" or FolderPath has_any ("/bin", "/usr/bin", "/usr/local/bin") | where ProcessCommandLine contains "/dev/null" | where FileName in~ ("ln", "bash", "sh", "cat", "rm", "unlink") | project TimeGenerated, DeviceName, InitiatingProcessAccountName, FileName, ProcessCommandLine | order by TimeGenerated desc
Correct
3
25.12s
0.0068
gpt-4.1-nano
No answer provided
No query generated
Incorrect
5
0.00s
0.0011
gpt-4o
dash
DeviceProcessEvents | where InitiatingProcessCommandLine contains "ln" and InitiatingProcessCommandLine contains "/dev/null" | project TimeGenerated, DeviceName, InitiatingProcessCommandLine, InitiatingProcessAccountName, InitiatingProcessFileName, InitiatingProcessId
Incorrect
1
3.13s
0.0146
gpt-5-high
ln
let LinuxDevices = DeviceInfo | where OSPlatform =~ "Linux" | project DeviceId, DeviceName; let HistIndicators = dynamic(["bash_history","zsh_history","ash_history","ksh_history","sh_history","fish_history",".history","HISTFILE"]); DeviceProcessEvents | where ActionType == "ProcessCreated" | where DeviceId in (LinuxDevices | project DeviceId) | where ProcessCommandLine has "/dev/null" | where ProcessCommandLine has_any (HistIndicators) // Ensure the created process is ln/link or an applet invocation that runs ln | extend isLn = case( tolower(FileName) in ("ln","link"), true, tolower(FileName) in ("busybox","toybox","coreutils") and ProcessCommandLine matches regex @"\bln\b", true, false) | where isLn // Identify which utility actually executed | extend Utility = case( tolower(FileName) == "ln", "ln", tolower(FileName) == "link", "link", tolower(FileName) in ("busybox","toybox","coreutils") and ProcessCommandLine matches regex @"\bln\b", strcat(tolower(FileName), " ln"), FileName) // Infer link type | extend LinkType = iif(ProcessCommandLine matches regex @"\s-[^\s]*s", "symlink", "hard_or_unspecified") // Extract the first history-like token referenced in the command | extend HistoryTokens = extract_all(@"(\S*history\S*)", ProcessCommandLine) | extend HistoryPath = iif(array_length(HistoryTokens) > 0, tostring(HistoryTokens[0]), "") | project TimeGenerated, DeviceName, DeviceId, AccountName, Utility, LinkType, HistoryPath, FileName, FolderPath, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessParentFileName, ReportId | order by TimeGenerated desc
Correct
3
227.43s
0.1533
gpt-5-mini-high
ln
let history_files = dynamic([".bash_history", ".zsh_history", ".sh_history", ".history", "fish_history"]); let cmd_indicators = dynamic(["/dev/null", "ln -s", "ln -f", "ln ", "unlink ", "rm ", "cat ", "tee ", "dd ", "> /dev/null", ">/dev/null", "history -c", "shred", "truncate"]); // Process executions that reference /dev/null or history files let proc_hits = DeviceProcessEvents | where isnotempty(ProcessCommandLine) | where ProcessCommandLine has_any(cmd_indicators) or ProcessCommandLine has_any(history_files) | project TimeGenerated, DeviceName, DeviceId, AccountName, AccountDomain = AccountDomain, ProcessId, InitiatingProcessId, InitiatingProcessFileName, InitiatingProcessCommandLine, ProcessCommandLine, ProcessCreationTime; // File events touching common history filenames (helps catch symlink/hardlink actions) let file_hits = DeviceFileEvents | where FileName in (".bash_history", ".zsh_history", ".sh_history", ".history", "fish_history") | where ActionType has_any ("Deleted", "Created", "Modified", "HardlinkCreated", "SymlinkCreated", "Renamed", "Overwritten", "Overwrite") or tostring(AdditionalFields) has "/dev/null" | project TimeGenerated, DeviceName, DeviceId, AccountName = RequestAccountName, AccountDomain = RequestAccountDomain, ProcessId = InitiatingProcessId, InitiatingProcessId = InitiatingProcessParentId, InitiatingProcessFileName, InitiatingProcessCommandLine, ProcessCommandLine = InitiatingProcessCommandLine, ProcessCreationTime = InitiatingProcessCreationTime, FileName, FolderPath, ActionType, AdditionalFields; union isfuzzy=true proc_hits, file_hits | extend matched_devnull = (tolower(tostring(ProcessCommandLine)) contains "/dev/null") or (tostring(AdditionalFields) contains "/dev/null") | extend suspect_utility = case( tolower(ProcessCommandLine) contains " ln" or tolower(ProcessCommandLine) startswith "ln", "ln", tolower(ProcessCommandLine) contains "unlink", "unlink", tolower(ProcessCommandLine) contains " rm" or tolower(ProcessCommandLine) startswith "rm", "rm", tolower(ProcessCommandLine) contains " cat" or tolower(ProcessCommandLine) startswith "cat", "cat", tolower(ProcessCommandLine) contains " tee" or tolower(ProcessCommandLine) startswith "tee", "tee", tolower(ProcessCommandLine) contains " dd" or tolower(ProcessCommandLine) startswith "dd", "dd", tolower(ProcessCommandLine) contains "shred", "shred", tolower(ProcessCommandLine) contains "truncate", "truncate", tolower(ProcessCommandLine) contains "history -c", "history -c", "other") | where matched_devnull or suspect_utility != "other" | summarize event_count = count(), first_time = min(TimeGenerated), last_time = max(TimeGenerated), sample_commands = make_set(tostring(ProcessCommandLine), 10), sample_initiators = make_set(tostring(InitiatingProcessFileName), 10), sample_additional = make_set(tostring(AdditionalFields), 5), actions = make_set(tostring(ActionType), 5) by DeviceName, DeviceId, AccountName, AccountDomain, FileName, suspect_utility | order by last_time desc // When you run this query, expand the sample_commands and sample_initiators to inspect the exact command lines and parent processes. Look specifically for commands such as: ln -s /dev/null ~/.bash_history, ln -f /dev/null ~/.bash_history, unlink ~/.bash_history, rm ~/.bash_history, or cat /dev/null > ~/.bash_history. If you find a matching entry, the suspect_utility column will indicate which utility was likely used.
Correct
1
27.62s
0.0095
gpt-5-mini-low
ln
// Look for processes and file events that reference /dev/null or known shell history files let procMatches = DeviceProcessEvents | where ProcessCommandLine has "/dev/null" or ProcessCommandLine has ".bash_history" or ProcessCommandLine has ".zsh_history" or ProcessCommandLine has ".history" or ProcessCommandLine contains " ln " or ProcessCommandLine startswith "ln " or ProcessCommandLine contains "unlink" or ProcessCommandLine contains "tee " or ProcessCommandLine contains "cat /dev/null" or ProcessCommandLine contains "cp /dev/null" or ProcessCommandLine contains "truncate" or ProcessCommandLine contains ">/dev/null" or ProcessCommandLine contains "> /dev/null" | project TimeGenerated, Type = "Process", DeviceName, AccountName, Executable = FileName, ProcessId, CommandLine = ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine; let fileMatches = DeviceFileEvents | where FileName has ".bash_history" or FileName has ".zsh_history" or FileName has ".history" or FolderPath has "/dev" or PreviousFileName has ".bash_history" or PreviousFolderPath has "/dev" or InitiatingProcessCommandLine has "/dev/null" | project TimeGenerated, Type = "File", DeviceName, AccountName = RequestAccountName, Executable = FileName, ProcessId = InitiatingProcessId, CommandLine = InitiatingProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine; union procMatches, fileMatches | extend Utility = iif(isnotempty(Executable), tostring(split(Executable, "/")[-1]), tostring(split(trim(@"\n\r\t " ,CommandLine), " ")[0])) // Aggregate and show most common utilities that touched history or referenced /dev/null | summarize Count = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated), AnyExampleCommand = any(CommandLine), AnyInitiatingProcess = any(InitiatingProcessFileName) by Utility | order by Count desc, LastSeen desc | project Utility, Count, FirstSeen, LastSeen, AnyExampleCommand, AnyInitiatingProcess
Correct
1
35.75s
0.0087
gpt-5-mini-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0213
gpt-5-nano-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0078
gpt-5-nano-medium
ln
let StartTime = ago(7d); let processHits = DeviceProcessEvents | where TimeGenerated >= StartTime | where InitiatingProcessCommandLine contains "ln" or ProcessCommandLine contains "ln" | where (InitiatingProcessCommandLine contains "/dev/null" or ProcessCommandLine contains "/dev/null") | where (InitiatingProcessCommandLine contains ".bash_history" or InitiatingProcessCommandLine contains "bash_history" or InitiatingProcessCommandLine contains "history") | project TimeGenerated, DeviceName, DeviceId, InitiatingProcessAccountName, InitiatingProcessAccountDomain, InitiatingProcessCommandLine, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessFolderPath, InitiatingProcessId, InitiatingProcessSessionId; let fileHits = DeviceFileEvents | where TimeGenerated >= StartTime | where ActionType in ("Link","Create","Symlink","Relink","HardLink","SymbolicLink") | where (FileName endswith ".bash_history" or FileName contains "bash_history") | where (InitiatingProcessCommandLine contains "ln" or InitiatingProcessCommandLine contains "/dev/null") | project TimeGenerated, DeviceName, DeviceId, InitiatingProcessAccountName, InitiatingProcessCommandLine, FileName, FolderPath, InitiatingProcessId; processHits | union fileHits | sort by TimeGenerated desc | take 250
Correct
1
30.87s
0.0022
grok-3-beta
ln
DeviceProcessEvents | where TimeGenerated > ago(30d) | where ProcessCommandLine contains 'ln' and ProcessCommandLine contains '/dev/null' | join kind=inner ( DeviceInfo | where OSPlatform == 'Linux' ) on DeviceId | project Timestamp, DeviceName, AccountName, InitiatingProcessFileName, ProcessCommandLine | order by Timestamp desc
Correct
1
11.24s
0.0228
grok-3-mini-beta
ln
DeviceInfo | where OSPlatform == "Linux" | project DeviceId, DeviceName | join kind=inner (DeviceProcessEvents) on DeviceId | where ProcessCommandLine contains "ln" and ProcessCommandLine contains "/dev/null" and (ProcessCommandLine contains ".bash_history" or ProcessCommandLine contains ".history") | project TimeGenerated, DeviceName, ProcessCommandLine, InitiatingProcessFileName, AccountName | order by TimeGenerated desc | limit 100 // Adjust limit as needed based on data volume and timerange
Correct
1
12.70s
0.0019
o1-high
ln
DeviceProcessEvents | where ActionType == "ProcessCreated" | where isnotempty(ProcessCommandLine) | join kind=inner ( DeviceInfo | where OSPlatform =~ "Linux" ) on DeviceId | where ProcessCommandLine has "/dev/null" and (ProcessCommandLine has "bash_history" or ProcessCommandLine has "history") | project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine, InitiatingProcessCommandLine, FolderPath | order by TimeGenerated desc
Correct
1
58.43s
0.3118
o1-low
ln
DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId | join kind=inner ( DeviceProcessEvents | where ActionType == "ProcessCreated" // Focus on new processes | where ProcessCommandLine has "bash_history" | where ProcessCommandLine has "/dev/null" ) on DeviceId | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, InitiatingProcessCommandLine | order by TimeGenerated desc
Correct
1
31.51s
0.2340
o3-high
ln
// 1. Get Linux devices only let LinuxDevices = DeviceInfo | where OSPlatform startswith "Linux" | summarize arg_max(TimeGenerated, DeviceName) by DeviceId; // 2. Look for history-erasure via symbolic link to /dev/null LinuxDevices | join kind=inner ( DeviceProcessEvents | where FileName =~ "ln" // "ln" utility (case-insensitive) | where ProcessCommandLine has "/dev/null" | where ProcessCommandLine has_any (".bash_history", ".zsh_history", "history") ) on DeviceId // 3. Show the interesting details | project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine, FolderPath, SHA256 | sort by TimeGenerated desc
Correct
1
34.85s
0.0221
o3-mini-high
ln
DeviceProcessEvents | where ProcessCommandLine contains "/dev/null" | where ProcessCommandLine has ".bash_history" or ProcessCommandLine has "history" | project TimeGenerated, DeviceName, ProcessCommandLine, ProcessId | sort by TimeGenerated desc
Correct
1
20.97s
0.0120
o3-mini-low
ln
DeviceProcessEvents | where tolower(ProcessCommandLine) has 'ln' and tolower(ProcessCommandLine) has '/dev/null' | project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine, InitiatingProcessCommandLine, ProcessId, InitiatingProcessId | sort by TimeGenerated desc
Correct
2
20.62s
0.0149
o4-mini-high
ln
DeviceProcessEvents | where ProcessCommandLine has "/dev/null" and ProcessCommandLine has ".bash_history" | where FileName == "ln" | project Timestamp, DeviceName, InitiatingProcessFileName, InitiatingProcessCommandLine, FileName, ProcessCommandLine, ProcessId, InitiatingProcessId
Correct
1
26.02s
0.0108
o4-mini-low
ln
// 1. Identify Linux devices let LinuxDevices = DeviceInfo | where OSPlatform has "Linux" | distinct DeviceId; // 2. Look for ln invocations that link history files to /dev/null on those devices DeviceProcessEvents | where DeviceId in (LinuxDevices) | where tolower(FileName) == "ln" | where ProcessCommandLine has "/dev/null" and (ProcessCommandLine has "history" or ProcessCommandLine has ".bash_history") | project TimeGenerated, DeviceName, AccountName, ProcessId, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine | sort by TimeGenerated desc
Correct
3
78.47s
0.0283