Local Llms

Description

These datasets contain events related to suspicious executions of local LLM frameworks on endpoints, which may indicate installation and potential misuse or unauthorized activities.

MITRE ATT&CK Techniques

No MITRE techniques specified for this dataset.

Environment Details

Field Value
Environment attack_range
Directory local_llms
Test Date 2025-11-12

Datasets

The following datasets were collected during this attack simulation:

Sysmon_local_llms

  • Path: /datasets/suspicious_behaviour/local_llms/sysmon_local_llms.log
  • Sourcetype: XmlWinEventLog
  • Source: XmlWinEventLog:Microsoft-Windows-Sysmon/Operational

4688_local_llms

  • Path: /datasets/suspicious_behaviour/local_llms/4688_local_llms.log
  • Sourcetype: XmlWinEventLog
  • Source: XmlWinEventLog:Microsoft-Windows-Sysmon/Operational

Sysmon_dns

  • Path: /datasets/suspicious_behaviour/local_llms/sysmon_dns.log
  • Sourcetype: XmlWinEventLog
  • Source: XmlWinEventLog:Security

The following detections in our security content repository use this attack data for testing:

Detection Name Type Source MITRE ATT&CK Analytic Story
Windows Local LLM Framework Execution Hunting Endpoint T1543 Suspicious Local LLM Frameworks
LLM Model File Creation Hunting Endpoint T1543 Suspicious Local LLM Frameworks
Local LLM Framework DNS Query Hunting Endpoint T1590 Suspicious Local LLM Frameworks

Usage Instructions

Replay with Splunk Attack Data

Replay attack data with replay.py from Splunk Attack Data.

1python replay.py --dataset /datasets/suspicious_behaviour/local_llms/sysmon_local_llms.log --index attack_data

Manual Import

  1. Download the dataset files from the paths listed above
  2. Configure your Splunk instance with the appropriate sourcetypes
  3. Import the logs using the Splunk Add Data wizard

Find more detections and analytics for this attack technique in our security content repository.


Source: GitHub | Version: 1.0