Encrypted File Correlation Using Controlled Malware Detonation

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Solution Overview

Problem

Existing data protection platforms face challenges in deriving insights from encrypted data due to a lack of visibility, making it difficult to detect and respond to cyber threats effectively, especially in encrypted files.

Innovation Solution

An AI-powered platform for endpoint detection and response (EDR) and data protection correlation (DPC) that enables pattern-based event correlation, providing insights into encrypted data by decrypting suspicious files in a controlled environment and determining their impact on the network.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Reliability

If data encryption is implemented to protect data from cyber threats, then data security is improved, but visibility into data state is lost making event correlation impossible

Engineering Contradiction:
Improvedata securityVSAvoidvisibility into data state
Core Design Contradiction:
ReliabilityVSLoss of information

Solution Approach 1:

The patent introduces an intermediary decryption component that temporarily decrypts encrypted data to enable event correlation analysis. This mediator allows the system to inspect data content without permanently compromising security, as the data remains encrypted during storage and transmission. The intermediary enables the correlation engine to access plaintext for analysis while maintaining the encrypted state in the data protection platform.

Inventive Principle:
Principle #24Intermediary (Mediator)

2Reliability

If encrypted data is stored in data protection platforms, then data protection is improved, but the data becomes off-limits for interrogation and pattern analysis

Engineering Contradiction:
Improvedata protectionVSAvoiddata interrogation capability
Core Design Contradiction:
ReliabilityVSDifficulty of detecting and measuring

Solution Approach 1:

The system performs preliminary decryption of encrypted data before event correlation analysis. By decrypting data in advance of the correlation process, the system enables pattern recognition and event analysis on the plaintext content. The decrypted data is then re-encrypted after analysis, maintaining protection while enabling detection capabilities.

Inventive Principle:
Principle #10Preliminary action

3Measurement precision

If AI pattern discovery is applied to encrypted data, then malware detection capability is improved, but decryption and testing in controlled environments increases system complexity

Engineering Contradiction:
Improvemalware detection capabilityVSAvoidsystem complexity
Core Design Contradiction:
Measurement precisionVSDevice complexity

Solution Approach 1:

The patent segments the system into distinct functional components: an AI pattern discovery module that identifies potential malware patterns, a controlled testing environment that safely executes suspicious files, and a data protection platform that manages encryption. This segmentation allows each component to specialize in its function, improving malware detection while organizing system complexity into manageable modules with defined interfaces.

Inventive Principle:
Principle #1Segmentation

Data Source

PatentUS12537830B2Pattern discovery and data protection correlation
Publication Date: 2026.01.27 JPMORGAN CHASE BANK NA
  • US12537830B2 patent drawing
  • US12537830B2 patent drawing
  • US12537830B2 patent drawing

AI summary

Various methods, apparatuses, systems, and media for implementing endpoint detection and response and data protection correlation are disclosed. A correlation engine receives a data stream from multiple sources and one or more patterns. A processor analyzes the data to relate an event to the one or more patterns and executes a policy when the event matches the one or more patterns to identify suspected encrypted data files. The processor transfers the suspected encrypted data files and an encryption key to a controlled testing environment to use the encryption key to safely decrypt the suspected encrypted data files and to test the suspected encrypted data files to determine a potential network impact of executing each of the suspected encrypted files on the network. The processor detonates, from the controlled testing environment, the suspected data files confirmed during the testing to have a negative impact on the network.