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
Model | Answer | KQL Query | Status | Attempts | Time | Cost |
---|---|---|---|---|---|---|
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 |