Research
Publications
We publish our in-depth security research using AI and machine learning, along with the validation results from building DocStory.
- Organization
- SMTechnology Corporate R&D Center Established June 2018
- Focus areas
- Endpoint security · Preemptive ransomware blocking · AI-based threat analysis
All Publications
- 2026.10Technical NoteWhitelist Auto-Classification — How Rules and AI Reduce Manual ManagementWe outline how the trust list is managed automatically, with rules handling Windows programs and programs with a valid signature, and a LightGBM model judging unknown programs.
- 2026.10Technical NoteAgent Self-Protection — Designing for Confidentiality, Integrity and AvailabilityBased on Korea’s security requirements for government use, we organized the features that protect the management server and the agent themselves into confidentiality, integrity and availability.
- 2023.11Validation ResultSafeBreach Attack Simulation Validation — Blocking Results for 281 Penetration TestsUsing SafeBreach, we reproduced 281 attacks that combine the Cyber Kill Chain with MITRE ATT&CK and compared the blocking results of an antivirus product from Korean vendor A, Windows Defender and DocStory.
No publications of this type yet.
Research Areas
- AI and Machine Learning Threat AnalysisResearch that learns how legitimate processes behave in order to detect never-before-seen threats and data leakage attempts
- Preemptive BlockingStops damage and leakage by blocking dangerous processes before they can access protected files
- AI Auto-ClassificationA LightGBM model judges unknown executables so the trust list is managed automatically
- Self-ProtectionMeets integrity, confidentiality and availability tests under Korean national evaluation criteria
Validation History
- 2023.11SafeBreach attack simulation validation (281 penetration tests)
- 2019.10Security Function Test Report issued
- 2018.06Corporate R&D Center established
- 2016.08DocStory V1.0 awarded GS Certification (Grade 1)
- 2016.03Whitelist engine developed