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System Architecture Overview

The system follows a modular, secure-by-design pipeline:

1. Cyber telemetry ingestion
2. Data preprocessing and normalization
3. Classical feature projection
4. Quantum feature encoding using variational quantum circuits
5. Neural threat classification
6. Robustness and stability evaluation
7. Secure cloud export

D_Hybrid_Quantum_Neural_Architecture.jpg

Why Hybrid Matters

1

Capability

Adversarial resistance

Feature complexity

Stability under noise

Future readiness

2

Classical AI

Limited

Moderate

Variable

Short-term

3

Hybrid Quantum–AI

Stronger

High

Improved

Long-term

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