Question Analysis

On a Linux system, spotting a file‐size change by exactly one byte can indicate hash tampering via padding. Review process execution logs for invocations that increased a file’s size by one byte. Which utility was invoked to perform this padding?

e22a9e89-69c7-410f-a473-e6c212cd2292
Question ID
0/23
Models Correct
1
Valid Answer
0%
Success Rate
Reference Answer

Human-validated correct answer for this question

truncate
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
No answer provided
No query generated
Incorrect
5
0.00s
0.0285
gpt-35-turbo
No answer provided
No query generated
Incorrect
5
0.00s
0.0116
gpt-4-turbo-2024-04-09
No answer provided
No query generated
Incorrect
5
0.00s
0.2287
gpt-4.1
No answer provided
No query generated
Incorrect
5
0.00s
0.0449
gpt-4.1-finetuned
No answer provided
No query generated
Incorrect
5
0.00s
0.0545
gpt-4.1-mini
sed
DeviceFileEvents | where isnotempty(PreviousFileName) or true | project TimeGenerated, DeviceId, FileName, FileSize, InitiatingProcessFileName | join kind=inner ( DeviceFileEvents | project PreviousTimeGenerated = TimeGenerated, DeviceIdPrev = DeviceId, PreviousFileName = FileName, PreviousFileSize = FileSize ) on $left.DeviceId == $right.DeviceIdPrev and $left.FileName == $right.PreviousFileName | where TimeGenerated > PreviousTimeGenerated | where FileSize == PreviousFileSize + 1 | summarize Count = count() by InitiatingProcessFileName | order by Count desc | project Utility = InitiatingProcessFileName, Count
Incorrect
2
8.13s
0.0031
gpt-4.1-nano
No answer provided
No query generated
Incorrect
5
0.00s
0.0019
gpt-4o
No answer provided
No query generated
Incorrect
5
0.00s
0.0529
gpt-5-high
dd
let LinuxDevices = DeviceInfo | where OSPlatform =~ "Linux" | project DeviceId; DeviceFileEvents | where ActionType in~ ("FileModified", "FileCreated") | where isnotnull(FileSize) | join kind=inner (LinuxDevices) on DeviceId | extend Folder = iff(isempty(FolderPath), "", trim_end("/", FolderPath)) | extend FilePath = iff(isempty(Folder), FileName, strcat(Folder, "/", FileName)) | where isnotempty(FilePath) | extend FileKey = strcat(DeviceId, "||", FilePath) | project TimeGenerated, ReportId, DeviceId, DeviceName, FilePath, FileName, FolderPath, FileSize, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessAccountDomain, InitiatingProcessAccountName, FileKey | order by FileKey asc, TimeGenerated asc, ReportId asc | serialize | extend PrevKey = prev(FileKey), PrevSize = tolong(prev(FileSize)) | extend Delta = iif(FileKey == PrevKey and isnotnull(PrevSize), tolong(FileSize) - PrevSize, long(null)) | where Delta == 1 | where isnotempty(InitiatingProcessFileName) | summarize PaddingEvents = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated), ExampleCmd = any(InitiatingProcessCommandLine) by Utility = tolower(InitiatingProcessFileName) | order by PaddingEvents desc, LastSeen desc
Incorrect
3
233.43s
0.1421
gpt-5-mini-high
dd
// Identify Linux devices (adjust OSPlatform/OSDistribution checks as needed) let linuxDevices = DeviceInfo | where isnotempty(OSPlatform) and tolower(OSPlatform) has "linux" | distinct DeviceId; // Find file events for those devices and compute previous observed size (prev event or AdditionalFields.PreviousFileSize) let hits = DeviceFileEvents | where DeviceId in (linuxDevices) | order by DeviceId, FolderPath, FileName, TimeGenerated asc | serialize | extend previous_file_size_field = tolong(AdditionalFields["PreviousFileSize"]) | extend prev_event_file_size = prev(FileSize) | extend prevSize = coalesce(prev_event_file_size, previous_file_size_field) | where isnotempty(prevSize) and FileSize - prevSize == 1 | project TimeGenerated, DeviceName, DeviceId, FolderPath, FileName, prevSize, FileSize, delta = FileSize - prevSize, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessId, InitiatingProcessAccountName, ActionType, AdditionalFields; // Summary: which initiating utilities/command-lines caused the 1-byte padding hits | summarize occurrences = count(), firstSeen = min(TimeGenerated), lastSeen = max(TimeGenerated) by InitiatingProcessFileName, InitiatingProcessCommandLine | order by occurrences desc | limit 50
Incorrect
1
29.02s
0.0062
gpt-5-mini-low
dd
let lookback = 1h; // adjust if needed; time range should normally be set by the caller // Collect relevant file events DeviceFileEvents | where isnotempty(FileSize) and isnotempty(FileName) | extend FileKey = strcat(DeviceId, "|", FolderPath, "|", FileName) | sort by FileKey asc, TimeGenerated asc | serialize | extend PrevFileKey = prev(FileKey), PrevTimeGenerated = prev(TimeGenerated), PrevFileSize = prev(FileSize), PrevInitiatingProcessFileName = prev(InitiatingProcessFileName), PrevInitiatingProcessCommandLine = prev(InitiatingProcessCommandLine), PrevInitiatingProcessId = prev(InitiatingProcessId), PrevInitiatingProcessAccountName = prev(InitiatingProcessAccountName) // Only consider consecutive records for the same file | where FileKey == PrevFileKey // Size increased by exactly one byte | where FileSize == PrevFileSize + 1 // Optional: only consider quick modifications (within lookback) | where TimeGenerated - PrevTimeGenerated <= lookback | extend TimeDelta = TimeGenerated - PrevTimeGenerated | extend InitiatingProc = coalesce(InitiatingProcessFileName, InitiatingProcessCommandLine), PrevInitiatingProc = coalesce(PrevInitiatingProcessFileName, PrevInitiatingProcessCommandLine) // Attempt to identify the utility used for padding by checking common tool names in current or previous initiating process fields | extend LikelyUtility = case( tolower(InitiatingProc) contains "truncate", InitiatingProc, tolower(InitiatingProc) contains "dd", InitiatingProc, tolower(InitiatingProc) contains "echo", InitiatingProc, tolower(InitiatingProc) contains "printf", InitiatingProc, tolower(InitiatingProc) contains "fallocate", InitiatingProc, tolower(InitiatingProc) contains "sed", InitiatingProc, tolower(InitiatingProc) contains "awk", InitiatingProc, tolower(InitiatingProc) contains "python", InitiatingProc, tolower(InitiatingProc) contains "perl", InitiatingProc, tolower(PrevInitiatingProc) contains "truncate", PrevInitiatingProc, tolower(PrevInitiatingProc) contains "dd", PrevInitiatingProc, tolower(PrevInitiatingProc) contains "echo", PrevInitiatingProc, tolower(PrevInitiatingProc) contains "printf", PrevInitiatingProc, tolower(PrevInitiatingProc) contains "fallocate", PrevInitiatingProc, tolower(PrevInitiatingProc) contains "sed", PrevInitiatingProc, tolower(PrevInitiatingProc) contains "awk", PrevInitiatingProc, tolower(PrevInitiatingProc) contains "python", PrevInitiatingProc, tolower(PrevInitiatingProc) contains "perl", PrevInitiatingProc, "Unknown") | project TimeGenerated, DeviceName, DeviceId, FolderPath, FileName, PrevFileSize, FileSize, TimeDelta, InitiatingProcessId = InitiatingProcessId, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessAccountName, PrevInitiatingProcessId, PrevInitiatingProcessFileName, PrevInitiatingProcessCommandLine, PrevInitiatingProcessAccountName, LikelyUtility | order by TimeGenerated desc | take 200
Incorrect
2
47.47s
0.0088
gpt-5-mini-medium
dd
// 1) base set of file events let fileEvents = DeviceFileEvents | where isnotempty(FileName) and isnotempty(FileSize) | project TimeGenerated, DeviceName, FolderPath, FileName, FileSize, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessAccountName, AdditionalFields; // 2) Method A: parse AdditionalFields for explicit previous-size fields let fromAdditional = fileEvents | extend af = todynamic(AdditionalFields) | extend prevSize = tolong(coalesce(af.PreviousFileSize, af.PreviousSize, af.OldFileSize, af.OriginalFileSize, af.OldSize, af.PreviousFileSizeInBytes)) | where isnotempty(prevSize) and FileSize - prevSize == 1 | extend Source = "additional_field"; // 3) Method B: compare against immediate prior observed event for same file let fromOrdering = fileEvents | sort by DeviceName asc, FolderPath asc, FileName asc, TimeGenerated asc | serialize | extend prevDevice = prev(DeviceName), prevFolder = prev(FolderPath), prevFile = prev(FileName), prevSize = prev(FileSize), prevTime = prev(TimeGenerated) | where DeviceName == prevDevice and FolderPath == prevFolder and FileName == prevFile and isnotempty(prevSize) and FileSize - prevSize == 1 | extend Source = "ordering_prev"; // 4) Combine and summarize which utilities/commands invoked union fromAdditional, fromOrdering | project Source, TimeGenerated, DeviceName, FolderPath, FileName, prevSize, FileSize, SizeDelta = FileSize - prevSize, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessAccountName | summarize Hits = count(), ExampleEvent = any(pack_all()) by InitiatingProcessFileName, InitiatingProcessCommandLine | order by Hits desc | take 50 // Optional: to inspect raw matching events instead of the summary, remove the summarize and project the detailed rows above.
Incorrect
3
67.79s
0.0157
gpt-5-nano-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0104
gpt-5-nano-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0076
grok-3-beta
No answer provided
No query generated
Incorrect
5
0.00s
0.0929
grok-3-mini-beta
set_Utilities
DeviceInfo | where OSPlatform == 'Linux' | project DeviceId | join kind=inner ( DeviceFileEvents | where ActionType == 'FileModified' | where FileSize == 1 | summarize Utilities = make_set(InitiatingProcessFileName) by DeviceId ) on DeviceId | project Utilities | summarize make_set(Utilities)
Incorrect
3
55.59s
0.0044
o1-high
No answer provided
No query generated
Incorrect
5
0.00s
0.9627
o1-low
No answer provided
No query generated
Incorrect
5
0.00s
0.8262
o3-high
dd
// --- Linux one-byte file-growth detector ---------------------------- let LinuxDevices = DeviceInfo | where OSPlatform startswith "Linux" | project DeviceId, DeviceName; DeviceFileEvents | where ActionType in ("FileCreated","FileWritten","FileModified","FileContentModified") | join kind=inner (LinuxDevices) on DeviceId | extend FilePath = strcat(FolderPath, "/", FileName) | sort by DeviceId, FilePath, TimeGenerated asc | serialize // preserve the sorted order for prev() | extend PrevDeviceId = prev(DeviceId), PrevFilePath = prev(FilePath), PrevSize = prev(FileSize) | where DeviceId == PrevDeviceId and FilePath == PrevFilePath and isnotempty(PrevSize) | extend SizeDelta = FileSize - PrevSize | where SizeDelta == 1 // grew by exactly one byte // --------------------------------------------------------------------- | summarize Events = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated), ExampleCmd = arg_max(TimeGenerated, InitiatingProcessCommandLine) by InitiatingProcessFileName | order by Events desc
Incorrect
3
105.27s
0.0632
o3-mini-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0463
o3-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0500
o4-mini-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0468
o4-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0365