// question

A suspicious registry change was made on a Windows system modifying the Terminal Services DLL path. Investigate registry events to find out which DLL file name was set as the ServiceDll value under TermService. What was the file name?

Reference KQL answer and model-by-model comparison.

18136e38-0530-49b2-b309-eed173787471
question id
16/23
models correct
1
valid answer
70%
success rate
// reference answer

Human-validated correct answer for this question.

AtomicTest.dll
// model comparison
ModelAnswerKQL queryStatusTriesTimeCost
gemini-2.5-flash-preview-04-17
no answer
no query generatedfail50.00s0.0219
gpt-35-turbo
termsrv.dll
DeviceRegistryEvents
| where RegistryKey has 'TermService' and RegistryValueName has 'ServiceDll'
| project RegistryValueData
fail25.31s0.0046
gpt-4-turbo-2024-04-09
AtomicTest.dll
DeviceRegistryEvents
| where RegistryKey contains "TermService" and RegistryValueName == "ServiceDll"
| project RegistryValueData
pass18.25s0.0491
gpt-4.1
AtomicTest.dll
DeviceRegistryEvents
| where RegistryKey has "TermService" and RegistryValueName == "ServiceDll"
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, RegistryKey, RegistryValueData, InitiatingProcessFileName, InitiatingProcessCommandLine
| order by TimeGenerated desc
pass16.33s0.0123
gpt-4.1-finetuned
AtomicTest.dll
DeviceRegistryEvents
| where ActionType =~ "RegistryValueSet"
| where RegistryKey has "Services\\TermService\\Parameters" and RegistryValueName =~ "ServiceDll"
| project RegistryKey, RegistryValueName, RegistryValueData
pass222.53s0.0263
gpt-4.1-mini
AtomicTest.dll
DeviceRegistryEvents
| where RegistryKey contains "TermService" and RegistryValueName == "ServiceDll"
| project DeviceName, TimeGenerated, RegistryKey, ServiceDllFileName = RegistryValueData
| order by TimeGenerated desc
pass12.94s0.0022
gpt-4.1-nano
termsrv.dll
DeviceRegistryEvents
| where RegistryKey has "TermService" and RegistryValueName == "ServiceDll"
| project TimeGenerated, DeviceName, RegistryKey, RegistryValueData
| take 10
fail12.78s0.0005
gpt-4o
AtomicTest.dll
DeviceRegistryEvents
| where RegistryValueName == "ServiceDll" and RegistryKey contains "TermService"
| project TimeGenerated, DeviceName, RegistryKey, RegistryValueName, RegistryValueData, InitiatingProcessAccountName, InitiatingProcessAccountDomain, InitiatingProcessFileName
pass25.25s0.0274
gpt-5-high
termsrv.dll
DeviceRegistryEvents
| where RegistryValueName =~ "ServiceDll"
| where RegistryKey has "termservice" and RegistryKey has_any ("currentcontrolset","controlset001","controlset002")
| where ActionType == "RegistryValueSet" or isempty(ActionType)
| extend ServiceDllFile = extract(@"([^\\/:]+?)(?:\s*,.*)?$", 1, tostring(RegistryValueData))
| where isnotempty(ServiceDllFile)
| order by TimeGenerated desc
| project TimeGenerated, DeviceName, ServiceDllFile, RegistryValueData, PreviousRegistryValueData, RegistryKey,
          InitiatingProcessAccountDomain, InitiatingProcessAccountName, InitiatingProcessFileName, InitiatingProcessCommandLine
| take 1
fail2160.12s0.0892
gpt-5-mini-high
atomictest.dll
DeviceRegistryEvents
| where isnotempty(RegistryValueName) and tolower(RegistryValueName) == "servicedll"
| where tolower(RegistryKey) contains "termservice"
| extend RawValue = tostring(RegistryValueData)
// remove surrounding quotes
| extend CleanValue = trim('"', RawValue)
// normalize common %SystemRoot% references (lowercased for replace operations)
| extend CleanValueLower = tolower(CleanValue)
| extend Normalized = replace_string(CleanValueLower, "%systemroot%\\", "c:\\windows\\")
| extend Normalized = replace_string(Normalized, "%systemroot%", "c:\\windows")
// extract the file name portion
| extend DllFileName = tostring(split(Normalized, "\\")[-1])
// summarize to get the most recent time seen per DLL and include some sample context
| summarize LatestTime = max(TimeGenerated), AnyDevice = any(DeviceName), AnyInitiatingProcess = any(InitiatingProcessFileName), SampleRegistryKey = any(RegistryKey), SampleRegistryValueData = any(RegistryValueData) by DllFileName
| order by LatestTime desc
pass550.03s0.0150
gpt-5-mini-low
atomictest.dll
let events = DeviceRegistryEvents
| where tolower(RegistryValueName) == "servicedll"
  and tolower(RegistryKey) has "termservice"
| extend RawValue = tostring(RegistryValueData)
// remove surrounding quotes and normalize slashes
| extend Norm = trim('"', trim("'", RawValue))
| extend Norm = replace(@"\\", '/', Norm)
// extract last path component ending with .dll
| extend ServiceDllFile = tolower(extract(@"([^/]+\.dll)$", 1, Norm))
| where isnotempty(ServiceDllFile)
| project TimeGenerated, DeviceName, RegistryKey, RegistryValueName, RawValue, ServiceDllFile, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessAccountName;

// summary of distinct DLL file names plus context of the most recent event for each
events
| summarize Count = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated) by ServiceDllFile, RawValue
| join kind=inner (
    events
    | summarize arg_max(TimeGenerated, DeviceName, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessAccountName) by ServiceDllFile
) on ServiceDllFile
| project ServiceDllFile, Count, FirstSeen, LastSeen, RawValue, LastEventTime = TimeGenerated, DeviceName, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessAccountName
| order by LastSeen desc
| limit 50
pass441.95s0.0127
gpt-5-mini-medium
AtomicTest.dll
DeviceRegistryEvents
| where isnotempty(RegistryKey) and isnotempty(RegistryValueName)
| extend rk = tolower(RegistryKey), rvn = tolower(RegistryValueName)
| where rvn == "servicedll" and rk contains "termservice"
| extend rawValue = tostring(RegistryValueData)
| extend rawValue = trim(" '\"\t\n\r", rawValue)
| extend DLLFile = extract("([^\\\\/]+)$", 1, rawValue)
| project TimeGenerated, DeviceName, RegistryKey, RegistryValueName, RegistryValueData, rawValue, DLLFile, InitiatingProcessAccountName, InitiatingProcessFileName, InitiatingProcessCommandLine, ActionType
| summarize arg_max(TimeGenerated, *) by DLLFile
| order by TimeGenerated desc
| take 50
pass585.85s0.0216
gpt-5-nano-high
no answer
no query generatedfail50.00s0.0086
gpt-5-nano-medium
AtomicTest.dll
DeviceRegistryEvents
| where RegistryValueName == "ServiceDll"
| where RegistryKey contains "TermService"  // TermService registry key
| project TimeGenerated, DeviceName, RegistryKey, RegistryValueName, RegistryValueData
| extend PathParts = split(tostring(RegistryValueData), "\\")
| extend ServiceDllFileName = tostring(PathParts[-1])
| project TimeGenerated, DeviceName, RegistryKey, ServiceDllFileName, RegistryValueData
| sort by TimeGenerated desc
pass128.44s0.0017
grok-3-beta
AtomicTest.dll
DeviceRegistryEvents
| where RegistryKey contains "TermService"
| where RegistryValueName == "ServiceDll"
| extend FileName = extract("[^\\\\]*$", 0, RegistryValueData)
| summarize by FileName, DeviceName, InitiatingProcessFileName, Timestamp
| order by Timestamp desc
pass110.76s0.0216
grok-3-mini-beta
AtomicTest.dll
DeviceRegistryEvents
| where ActionType == 'RegistryValueSet' // Filter for set operations
| where RegistryKey contains 'TermService' // Target the relevant registry key
| where RegistryValueName == 'ServiceDll' // Focus on the specific value name
| project Timestamp, DeviceName, RegistryKey, RegistryValueName, RegistryValueData // Select relevant fields
| order by Timestamp desc // Sort by time for latest events
| take 10 // Limit to top 10 results for review
pass119.51s0.0016
o1-high
AtomicTest.dll
DeviceRegistryEvents
| where RegistryKey has "TermService" 
| where RegistryValueName == "ServiceDll"
| order by TimeGenerated desc
| project TimeGenerated, DeviceName, RegistryKey, RegistryValueName, RegistryValueData
pass126.53s0.1945
o1-low
C:\Users\wipro\AtomicTest.dll
DeviceRegistryEvents
| where RegistryKey has "\\Services\\TermService\\Parameters" // or contains "TermService"
| where RegistryValueName == "ServiceDll"
| where ActionType in ("RegistryValueSet", "RegistryValueModified", "SetValue", "ValueNameAdded")
| project TimeGenerated, DeviceName, RegistryKey, RegistryValueName, RegistryValueData, PreviousRegistryValueData, InitiatingProcessAccountName, InitiatingProcessFileName, ActionType
| order by TimeGenerated desc
pass126.96s0.2093
o3-high
termsrv.dll
// Time filter will be injected by the caller
DeviceRegistryEvents
| where TimeGenerated >= ago(30d)  // placeholder – overwritten by function time range
| where ActionType in ("RegistryValueSet", "RegistryValueCreated", "RegistryValueModified")
| where RegistryKey has "\\Services\\TermService\\Parameters" and RegistryValueName =~ "ServiceDll"
// Pick the latest write per device so we get the final value
| summarize arg_max(TimeGenerated, RegistryValueData, PreviousRegistryValueData, InitiatingProcessFileName, InitiatingProcessCommandLine) by DeviceId, DeviceName
| extend ServiceDllPath = tostring(RegistryValueData)
| extend ServiceDllFileName = tostring(split(ServiceDllPath, "\\")[-1])
| project TimeGenerated, DeviceName, ServiceDllFileName, ServiceDllPath, PreviousValue = PreviousRegistryValueData, ChangedBy = InitiatingProcessFileName, ChangedByCmd = InitiatingProcessCommandLine
fail138.05s0.0222
o3-mini-high
AtomicTest.dll
DeviceRegistryEvents
| where RegistryKey contains "TermService" and RegistryValueName == "ServiceDll"
| extend DllFilePath = RegistryValueData
| extend DllFileName = extract(@"([^\\]+\.dll)$", 1, DllFilePath)
| project TimeGenerated, DeviceName, DllFileName, DllFilePath, InitiatingProcessAccountName, InitiatingProcessCommandLine
| sort by TimeGenerated desc
pass188.59s0.0129
o3-mini-low
AtomicTest.dll
DeviceRegistryEvents
| where RegistryKey contains "TermService" and RegistryValueName == "ServiceDll"
| extend DLLFileName = tostring(extract("([^\\\\]+\\.dll)$", 1, RegistryValueData))
| project TimeGenerated, DeviceName, RegistryKey, RegistryValueData, DLLFileName
| order by TimeGenerated desc
pass320.01s0.0195
o4-mini-high
AtomicTest.dll
DeviceRegistryEvents
| where RegistryKey endswith @"\Services\TermService\Parameters"
| where RegistryValueName == "ServiceDll"
| where ActionType == "RegistryValueSet"
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, RegistryValueData
| extend DllFileName = tostring(split(RegistryValueData, "\\")[-1])
| distinct DllFileName
pass132.93s0.0113
o4-mini-low
no answer
no query generatedfail50.00s0.0326