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Research & Field Notes

Deep dives into post-quantum cryptography, AI provenance, and updates on the BeQuantum infrastructure.

QAOA Runtime Scaling: Critical Read for PQC Planning
Quantum Crypto
· 8 min read

QAOA Runtime Scaling: Critical Read for PQC Planning

A new LR-QAOA extrapolation method shows quantum scaling gains up to 28 qubits. What does it mean for your crypto-agility roadmap? See the analysis.

BeQuantum Intelligence
post-quantum-cryptographyQAOA
Quantum Error Correction Decoders: Critical 8.2x FPGA Efficiency Gain
Quantum Crypto
· 9 min read

Quantum Error Correction Decoders: Critical 8.2x FPGA Efficiency Gain

A coset ensemble decoder cuts FPGA LUT use 8.2x while beating MWPM accuracy-latency trade-offs. What does faster QEC mean for your PQC migration timeline?

BeQuantum Intelligence
quantum-error-correctionpost-quantum-cryptography
Quantum Resource Estimation: Critical Signals for PQC Planning
Quantum Crypto
· 9 min read

Quantum Resource Estimation: Critical Signals for PQC Planning

New quantum simulation research quantifies gate-level costs that calibrate fault-tolerance timelines. See what it means for your PQC migration roadmap.

BeQuantum Intelligence
post-quantum cryptographyquantum resource estimation
Cryptographic Backdoors in Neural Networks: Critical Risks
AI Provenance
· 9 min read

Cryptographic Backdoors in Neural Networks: Critical Risks

Can a planted cryptographic backdoor make an AI attack invisible — and also protect your model IP? See what the research means and how to respond.

BeQuantum Intelligence
post-quantum-cryptographyneural-network-security
Quantum Classifier Models: Critical Reality Check for QML
Quantum Crypto
· 8 min read

Quantum Classifier Models: Critical Reality Check for QML

What does a real quantum binary classifier achieve on MNIST and CERN data? See where the technology stands and what it means for your roadmap.

BeQuantum Intelligence
quantum-machine-learningpost-quantum-cryptography
Satellite QKD Protocols: Critical Guide to Secure LEO Links
Quantum Crypto
· 9 min read

Satellite QKD Protocols: Critical Guide to Secure LEO Links

Which QKD protocol survives atmospheric noise on LEO satellite links? Compare BB84, E91, and HD-BB84 for quantum-secure comms. Audit your roadmap now.

BeQuantum Intelligence
satellite-qkdquantum-key-distribution
Post-Quantum Healthcare Data: A Critical ML-KEM Migration Guide
Quantum Crypto
· 7 min read

Post-Quantum Healthcare Data: A Critical ML-KEM Migration Guide

Can your clinical data survive quantum attacks? See how ML-KEM-768 and ML-DSA-65 secure pharmacovigilance pipelines against harvest-now threats. Act now.

BeQuantum Intelligence
post-quantum-cryptographyhealthcare-security
Q-FLAIR: The Critical Shift Making Quantum ML Viable
Quantum Crypto
· 8 min read

Q-FLAIR: The Critical Shift Making Quantum ML Viable

Q-FLAIR trained a quantum model on real IBM hardware in 4 hours, hitting 90%+ on full MNIST. See what it means for your quantum roadmap.

BeQuantum Intelligence
quantum-machine-learningpost-quantum-cryptography
Singularity-Free Quantum Control: A Critical NISQ Advance
Quantum Crypto
· 8 min read

Singularity-Free Quantum Control: A Critical NISQ Advance

How does invariant-based control deliver robust, hardware-feasible quantum state prep under real noise? See the NISQ implications and act.

BeQuantum Intelligence
quantum-controlNISQ
Critical: Post-Quantum Blockchain for Embodied AI Systems
AI Provenance
· 7 min read

Critical: Post-Quantum Blockchain for Embodied AI Systems

Quantum advances threaten ECDSA-secured robotics data economies. Learn the crypto-agile migration path for embodied AI. Audit your stack now.

BeQuantum Intelligence
post-quantum-cryptographyembodied-ai
Critical qLDPC Advance Shortens the Quantum Crypto Timeline
Quantum Crypto
· 8 min read

Critical qLDPC Advance Shortens the Quantum Crypto Timeline

New qLDPC memory hardware cuts qubit overhead for fault-tolerant quantum computers. Does it pull your RSA decryption deadline forward? Assess your exposure now.

BeQuantum Intelligence
post-quantum-cryptographyquantum-error-correction
Free-Space CV-QKD: Critical Detector Trust for 270 kbps
Quantum Crypto
· 9 min read

Free-Space CV-QKD: Critical Detector Trust for 270 kbps

Free-space CV-QKD hit 270 kbps under high detector noise—but only with detector trust. See what it means for your quantum migration path.

BeQuantum Intelligence
post-quantum-cryptographyCV-QKD

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