EMBER Malware Triage Pipeline
Static defensive analysis only — no execution, no sandbox, no payload generation.
PE Metadata / Features
Feature Validator
LightGBM Classifier
SHAP Explainability
YARA Scan
Triage Agent
Analyst Report
Safety Policy: This system performs static PE parsing (LIEF) and feature-based classification.
It does NOT execute binaries, run sandboxes on unknown files, generate exploits, or create payloads.
Upload only authorized samples in isolated environments.