QuantumFlo leads innovation in quantum-resilient aggregation for federated AI, fueled by federal R&D. Identify your quantum vulnerabilities before they are exploited.
Alongside our assessment practice, QuantumFlo is developing a software development kit that brings NIST post-quantum cryptography to federated learning systems: quantum-safe key establishment with FIPS 203 (ML-KEM), signed model updates with FIPS 204 (ML-DSA), and AES-256-GCM protection of gradients in transit, with native wrappers for Flower, NVIDIA FLARE and OpenFL.
The prototype is validated against the NIST standards with measured overhead of 0.2 percent on encrypted gradient payloads and demonstrated rejection of tampered updates. It is currently at prototype stage and is the subject of federal research proposals.
We are working with a small number of design partners running federated learning in defense, healthcare and finance. If your organization trains models across institutions and needs the exchange to be quantum-safe, we'd like to talk.
Flower (FLWR)
Implement quantum-safe model aggregation within the Flower framework. Neutralize 'Harvest-Now-Decrypt-Later' risks for decentralized healthcare networks.
COMPATIBLE: V1.0+
Seamless SDK Integration
The QuantumFlo SDK plugs directly into leading federated learning orchestrators. Protect your global model updates from quantum-enabled surveillance and interception with one-line integration.
NVIDIA FLARE
Hardened security for NVIDIA's enterprise FL platform. Protect high-value AI weights in financial services using CRYSTALS-Kyber key encapsulation.
COMPATIBLE: V2.3+
OpenFL
Native support for OpenFL enclaves. Secure defense-grade intelligence sharing with CRYSTALS-Dilithium digital signatures at the edge.
COMPATIBLE: INTEL SGX
Technical Architecture
A deep dive into our quantum-safe federated learning stack. We integrate NIST-standardized PQC directly into the data processing pipeline to solve the Harvest-Now-Decrypt-Later crisis.
Edge Computing Node
Local training on sensitive datasets. QuantumFlo SDK encapsulates local model updates using CRYSTALS-Kyber.
Core Aggregator
QuantumFlo SDK Stack
NIST FIPS 203 & 204 Ready
PQC Key Registry
Centralized management of lattice-based public keys for asymmetric encryption across the FL federation.
Secure Enclave (SGX)
Verified identity management via CRYSTALS-Dilithium digital signatures for every transaction.
Audit & Compliance
Cryptographic proof of non-interception for Defense (DoD) and Healthcare (HIPAA) requirements.
KEM ALGORITHM
CRYSTALS-Kyber
SIGNATURE ALGORITHM
CRYSTALS-Dilithium
QUANTUM READINESS
NIST ML-KEM/DSA
The QuantumFlo Advantage
Enterprise-grade post-quantum security engineered for the most demanding federated learning environments in defense and finance.
NIST-Aligned PQC
Full implementation of FIPS 203 (ML-KEM) and FIPS 204 (ML-DSA) standards, ensuring your FL model updates are immune to harvest-now-decrypt-later attacks.
Federated Specialization
The only cybersecurity firm focused exclusively on protecting decentralized AI. We secure the orchestration layer without compromising model accuracy.
Compliance Evidence
Automated evidence packages for CMMC, HIPAA, DORA, and FedRAMP. Transition to post-quantum readiness while staying audit-compliant.
Fast SDK Integration
Native wrappers for Flower, NVIDIA FLARE, and OpenFL. Secure your global model updates with just three lines of code in your existing pipeline.