Multi-layer dynamic encryption system integrating contextual and ai-driven encoding for post-quantum security

Abstract

This Application discloses a structured, non-key-based encryption model through the integration of two secure processing layers: a contextual transformation module and an adaptive challenge- response engine. The invention ensures data obfuscation, dynamic encryption logic, and resistance to modern and future attack models. All layers operate within isolated execution environments, and no transformation rules or semantic mappings are exposed or stored externally.

Description

[0001] WIPO

[0002] PATENT APPLICATION

[0003] Title of the Invention

[0004] Multi-Layer Dynamic Encryption System Integrating Contextual and AI-Driven Encoding for Post-Quantum Security

[0005] Cross-Reference to Related Applications

[0006] This application claims Priority from US Application Number: 19 / 182,812 filed on April 18th2025 the entire contents of which are incorporated herein by reference

[0007] Field of the Invention

[0008] The invention relates to the field of digital security, particularly to advanced, multi-layered encryption systems that resist decryption by quantum computing, artificial intelligence, and bruteforce attacks. This Application introduces transformation layers.

[0009] Background of the Invention

[0010] Traditional encryption models (e.g., RS A, AES, ECC) rely on fixed key structures and deterministic algorithms, making them vulnerable to emerging threats, including:

[0011] • Quantum computing decryption (e g., Shor’s algorithm)

[0012] • Al pattern recognition and adversarial decryption models

[0013] • Static key management flaws and predictability risks

[0014] This Application introduces two logical layers that enhance obfuscation and unpredictability by applying abstract contextual transformations and one-time challenge generation.

[0015] These enhancements:

[0016] • Do not rely on numeric key complexity

[0017] • Avoid reuse of encryption states

[0018] • Generate outputs that resist reverse-engineering and logical predictionSummary of the Inventions

[0019] Layer: Contextual Obfuscation Layer

[0020] • Applies abstract contextual reshaping to secured data

[0021] • Transforms digital input into non- identifiable, non-symbolic text structures

[0022] • Format is designed to resemble ordinary communication while embedding secure transformations

[0023] • Operates through private configuration rules, not visible externally

[0024] Layer : One-Time Adaptive Challenge Layer

[0025] • Generates dynamic, session-specific challenges upon data access

[0026] • Each challenge is context-aware and non-repeating

[0027] • Response must match the originating configuration model

[0028] • Adds a behavioral and logic-based verification process

[0029] Together, these layers produce a multi-tiered security architecture that is:

[0030] • Keyless

[0031] • Obfuscated

[0032] • Adaptive

[0033] • Resistant to both classical and next-generation attack models

[0034] Brief Description of the Drawings

[0035] Figure 1: System Overview Architecture

[0036] Figure 2: Data Flow: Input — Multi-Layer Encoding Process

[0037] Figure 3: Contextual Reshaping Model in Layer 2

[0038] Figure 4: Dynamic Challenge Mechanism Flow in Layer 3

[0039] Figure 5: Application in Simulated Messaging Environment

[0040] Figure 6: Secure Deployment Structure with Local Obfuscation Routing

[0041] Note to Examiner: Figures are illustrative only. No functional code, mappings, or methodologies are disclosed.I. Overview of the Multi-Layer Architecture

[0042] All layers are modular and isolated. Each one performs a self-contained logical transformation that is not reversible without internal configuration knowledge. These configurations are:

[0043] • Privately held

[0044] • Not derived algorithmically

[0045] • Not exposed via output data

[0046] IL Layer 1: Initial Transformation (As per Parent Filing)

[0047] Already disclosed in original application. Applies first-level non-key-based transformation to digital data using deterministic structure reshaping.

[0048] III. Layer 2: Contextual Obfuscation Transformation

[0049] • Operates on top of Layer 1

[0050] • Receives the already transformed data and applies further contextual reshaping

[0051] • Transformed data takes the form of plain language that carries no semantic trace of the original

[0052] • Each transformation rule is known only to the system operator

[0053] Example (Illustrative Only):

[0054] Input: “I will meet the fox at sunset.”

[0055] Transformed Output: “The rabbit dances before twilight.”

[0056] (Same meaning. No surface trace.)

[0057] No symbolic markers are used or exposed.

[0058] Transformation logic is not reusable without internal contextual structure.

[0059] IV. Layer 3: One-Time Adaptive Challenge Logic

[0060] • Activated upon request to access secured data

[0061] • System generates a time-specific transformation challenge

[0062] • Output appears as coherent but context-bound information

[0063] • Only a counterpart trained on the same configuration can resolve access

[0064] Every access attempt generates a new, non-repeating challenge, eliminating reuse or predictability.V. Layer 3 Deployment: Secure Obfuscation & Isolation

[0065] All transformations beyond Layer 1 are executed locally within secure, non-exportable runtime environments.

[0066] Components include:

[0067] • Contextual Transformation Module

[0068] • Response Validation Mechanism

[0069] • Interface Router (No external APIs exposed)

[0070] System structure ensures data never exits in decrypted or partially transformed states.

[0071] Runtime execution is obfuscated and isolated, preventing external mapping or monitoring.

[0072] Use Case Scenarios

[0073] • Military communications: Secure message transmission without traceable encoding • Secure financial data routing: Eliminates static payload risks

[0074] • Digital ID authentication: Challenge-response logic replaces password / key-based verification

[0075] • Enterprise & cloud environments: Each user receives unique access logic per session

Claims

Claims1. A contextual transformation system that obfuscates encrypted data into human-readable, non-repeating output formats known only to the system operator.

2. A one-time, dynamic challenge system that generates context-aware output upon each access attempt.

3. A non-symbolic data reshaping mechanism that resists Al pattern recognition and decryption heuristics.

4. A private configuration architecture wherein all transformation logic is isolated within local runtime.

5. A multi-layered encryption model integrating keyless transformation, contextual reshaping, and adaptive access logic.

Images