Post-Quantum Cryptography with Behavioral ML

For Financial Institutions

Quantum-resilient, behavioral aware solution to secure your financial transactions and critical data

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Powerful Features to Boost Your Success

Discover how our comprehensive set of tools can transform the way you work and help you achieve more.

Quantum-Resistant Security

We use the latest NIST-standardized PQC algorithms - Kyber-1024 & Kyber-768 (for encryption), Dilithium-3 and SPHINCS+ 128s (for digital signatures) to protect your financial data from future quantum attacks.

Real-Time Behavioral Authentication

Our system goes beyond traditional authentication. It uses a real-time ML engine to analyze user behavior (like typing patterns, device entropy) and continuously scores the trustworthiness of a session. This allows us to detect and block threats like spoofing and identity manipulation instantly.

Agility and Resilience

The hybrid design allows for flexible fallback to classical cryptography or alternative PQC algorithms, providing a robust and adaptable security framework. It can be dynamically configured in response to new threats.

Robust Key Management

A dedicated Key Management System (KMS) handles the full lifecycle of PQC keys, including automated rotation and detailed audit logging, which is essential for security and compliance.

Compliance-Ready

We built this system with regulatory requirements in mind. It aligns with key frameworks like PCI DSS 4.0, NIST PQC migration guidelines and ENISA recommendations, making your path to compliance smoother.

Seamless Integration

Designed with a modular, containerized architecture, allows for a plug-and-play deployment into your existing financial infrastructure without disruption.

See It In Action

Watch a short demonstration to understand how our product can simplify your workflow.

Seamless Payments

Send Payment - a user taps "Send Payment" and an Approved appears instantly. The video then reveals the unseen action: the payment was secured by post-quantum cryptography (PQC) and behavioral machine learning (ML), highlighting a seamless user experience powered by military-grade security.

Inside the Vault

Inside the Vault - this demo walks through the system's live services. It visually confirms a successful Kyber key exchange and a Dilithium signature and verification, showing how our cryptosystem works behind the scenes.

Secure Payment
Soon ...

Transaction Story - a ser's request is sent to the gateway, the ML service gives a low-risk verdict and the transaction is signed with Dilithium. The video concludes with a database record and an APPROVED response, demonstrating the entire process from start to finish.

Catching Fraud
Soon ...

Fraud Demo - first transaction is approved without issue. The second, a fraudulent attempt, is immediately rejected because the digital signature is invalid or the behavioral ML engine flags a high-risk score. This demo proves the system's ability to stop threats in their tracks.

Seamless Payments
Inside the Vault
Secure Payment
Catching Fraud

Roadmap to Success

From foundation to innovation.

Phase 1: Basic Features
○ PQC Core: Full implementation of Kyber-1024, Kyber-768 and Dilithium-3 for hybrid TLS 1.3 key exchange and digital signatures.
○ Behavioral ML Engine: A foundational ML model for real-time risk scoring based on typing patterns and session data.
○ API-Driven Integration: RESTful APIs for easy communication between the cryptographic core, ML engine and existing enterprise systems.
○ Key Management: A basic, auditable Key Management System (KMS) for PQC keypair generation and rotation.
Phase 2: Advanced Features
○ SPHINCS+ 128s Integration: Add support for SPHINCS+ for long-term, immutable document signatures and cold storage.
○ Automated Risk Response: Enable policy-based security actions, such as automatically flagging a session or triggering multi-factor authentication based on a behavioral risk score.
○ Enhanced ML Capabilities: Incorporate more complex behavioral metrics like mouse movements, device-specific entropy, and session navigation patterns. Implement adversarial training to improve model resilience against sophisticated spoofing attempts and integrate a component for real-time detection of phishing attacks based on user interaction with deceptive elements.
○ Compliance Dashboard: A dashboard with built-in reports to track and demonstrate compliance with PCI DSS and NIST PQC migration frameworks.
○ Observability: Full integration with monitoring tools like Prometheus and Grafana for comprehensive performance and security metrics.
Phase 3: Future Features
○ Multi-Cloud Deployment: Extend support for deployment across various cloud environments (e.g., AWS, Azure, GCP).
○ Homomorphic Encryption (FHE): Research and integrate Fully Homomorphic Encryption to enable computations on encrypted data without ever decrypting it, providing the highest level of privacy.
○ AI-Driven Threat Intelligence: Develop an AI component that can analyze global threat data and automatically update the system's security policies in real time.
○ Decentralized Identity Integration: Explore integration with decentralized identity platforms for self-sovereign and verifiable credentials, further strengthening the identity layer.

Frequently asked questions

What does your R&D team specialize in?
Our Research & Development (R&D) team focuses on Quantum Computing, Machine Learning (ML), and AI-driven solutions to optimize big data, security, and business automation. We conduct cutting-edge research to develop practical applications for industries such as finance, healthcare, and enterprise automation.
How can AI automation improve my business operations?
We design custom AI Agents that help businesses automate processes, reduce costs, and enhance efficiency. Whether it's CRM/ERP automation, predictive analytics, or AI-driven decision-making, our solutions streamline operations, minimize errors, and provide actionable insights.
 What industries can benefit from your quantum and AI research?
Our solutions are valuable across multiple industries, including:

● Finance (fraud detection, risk assessment, post-quantum cryptography)
● Healthcare (predictive diagnostics, AI-driven patient care, medical data analysis)
● Cybersecurity (quantum-safe encryption, intrusion detection)
● Enterprise & Logistics (process automation, demand forecasting, AI-enhanced
supply chain)
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If your industry deals with large datasets, security concerns, or process inefficiencies,
we can help optimize your operations with Quantum Computing and AI.
What makes your AI and Quantum solutions unique?
We don’t just build generic models—we develop custom, modular AI solutions that adapt to specific business needs. Our quantum computing research allows us to solve high-complexity problems faster than classical methods. Plus, our AI models are designed to be explainable, scalable, and secure.
How does your personalized learning platform work?
Our Mentor Lumen platform tailors education based on the user's skills, learning
preferences, and progress.
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● AI dynamically adjusts content difficulty.
● Personalized learning trajectories are built for each user.
● Real-time feedback ensures efficient skill development.
‍
This adaptive learning model is ideal for universities, businesses, and self-learners looking to master Quantum Computing, AI, and Machine Learning.
What is "Second Brain," and how does it benefit researchers and businesses?
Second Brain is our international knowledge database that connects research in Quantum Computing and Machine Learning. It acts as:
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● A centralized repository for global research and insights.
● A collaborative ecosystem for researchers, companies, and educators.
● A knowledge-enhancing AI tool that helps synthesize complex information.
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Businesses and researchers can use Second Brain to stay ahead of emerging trends and access cutting-edge insights.
Can you help my company transition to post-quantum security?
Yes! We provide Post-Quantum Cryptography (PQC) solutions to safeguard your data
from future quantum threats. Our experts:
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● Assess vulnerabilities in existing encryption systems.
● Implement quantum-resistant algorithms.
● Future-proof your infrastructure for the post-quantum era.
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This is crucial for finance, government, and high-security industries that need to ensure long-term data protection.
What educational courses do you offer in Quantum Computing and AI?
We provide a comprehensive course, "Introduction to Quantum Computing," that combines theory with hands-on practice. Topics include:
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● Fundamentals of Quantum Mechanics
● Programming with Quantum Algorithms (will be soon)
● Machine Learning (will be soon)
● Interactive virtual labs (will be soon)
   
The course is perfect for developers, engineers, and researchers looking to enter the field of Quantum AI.
How do I integrate your AI solutions into my existing business infrastructure?
We ensure seamless integration of AI-driven solutions with your current software, cloud infrastructure, and workflows.
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● Our AI models are API-compatible and can be integrated into CRM, ERP, and custom enterprise software.
● We offer end-to-end support, from assessment to deployment.
● Our solutions scale with your business needs, ensuring future-proof automation.
How can I collaborate with your team or become a partner?
We actively collaborate with businesses, researchers, and universities. Whether you
need:
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● A custom R&D project
● AI automation consulting
● A quantum computing research partner
● Educational resources & training
Still have questions?

Can’t find the answer you’re looking for? Please chat to our friendly team.

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AI Quantum
Tech

Contact us
ai.quantum.tech@pjwstk.edu.pl
Koszykowa 86, Warsaw