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Research & Field Notes

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

Quantum ML Advantage Challenged: What QELMs Reveal
AI Provenance
· 10 min read

Quantum ML Advantage Challenged: What QELMs Reveal

New QELM research shows moderate entanglement — not quantum complexity — drives ML performance. What this means for your quantum hardware strategy. Read now.

BeQuantum Intelligence
quantum-machine-learningpost-quantum-cryptography
Quantum Computational Sensing: Critical Security Implications
Quantum Crypto
· 9 min read

Quantum Computational Sensing: Critical Security Implications

QCS achieves 15-point accuracy gains over classical sensing. What this means for your cryptographic attack surface and PQC migration path. Read now.

BeQuantum Intelligence
post-quantum-cryptographyquantum-sensing
Quantum Error Correction: STGNN Decoder Beats MWPM
Quantum Crypto
· 10 min read

Quantum Error Correction: STGNN Decoder Beats MWPM

A new AI decoder identifies 90%+ of lost qubits using spatiotemporal graph neural networks. What this means for fault-tolerant quantum timelines and your encryp

BeQuantum Intelligence
post-quantum-cryptographyquantum-error-correction
Higher-Dimensional QKD: Why Qudits Beat Qubits for Key Security
Quantum Crypto
· 8 min read

Higher-Dimensional QKD: Why Qudits Beat Qubits for Key Security

New research shows higher-dimensional quantum key distribution resists eavesdropping better as dimension grows. What CISOs need to know now.

BeQuantum Intelligence
quantum-key-distributionpost-quantum-cryptography
Quantum Circuit Optimization: AlphaCNOT Cuts CNOT Gates 32%
Quantum Crypto
· 8 min read

Quantum Circuit Optimization: AlphaCNOT Cuts CNOT Gates 32%

AlphaCNOT's model-based RL cuts CNOT gate counts 32% on NISQ devices, compressing timelines to crack RSA-2048. Audit your PQC migration plan now.

BeQuantum Intelligence
post-quantum-cryptographyquantum-computing
Synthetic Randomized Benchmarking: 100x Faster Quantum Validation
Quantum Crypto
· 7 min read

Synthetic Randomized Benchmarking: 100x Faster Quantum Validation

New synthetic RB protocols cut quantum noise characterization sampling by 100x. What this means for your post-quantum migration timeline.

BeQuantum Intelligence
post-quantum-cryptographyquantum-computing
Game-Theoretic Quantum Error Correction: Critical Breakthrough
Quantum Crypto
· 8 min read

Game-Theoretic Quantum Error Correction: Critical Breakthrough

Nash equilibria now generate quantum error-correcting codes in under an hour at 100 qubits. What does this mean for your PQC migration timeline?

BeQuantum Intelligence
post-quantum-cryptographyquantum-error-correction
Quantum Backaction: Why T1/T2 Metrics Miss Critical Errors
Quantum Crypto
· 6 min read

Quantum Backaction: Why T1/T2 Metrics Miss Critical Errors

New arXiv research exposes blind spots in standard quantum benchmarks. Is your PQC migration timeline built on incomplete noise models? Read the analysis.

BeQuantum Intelligence
post-quantum-cryptographyquantum-error-correction
TF-QKD Reference-Beam Attacks: Critical Side-Channel Threat
Quantum Crypto
· 7 min read

TF-QKD Reference-Beam Attacks: Critical Side-Channel Threat

New arXiv research reveals two side-channel attacks breaking Twin-Field QKD via reference-beam manipulation. What security teams must audit now.

BeQuantum Intelligence
quantum-key-distributionside-channel-attacks
Post-Quantum Drone Swarms: Securing FANETs Before Q-Day
Blockchain Security
· 8 min read

Post-Quantum Drone Swarms: Securing FANETs Before Q-Day

New PQ-MISS scheme combines multivariate signatures, blockchain, and ZKPs to protect UAV fleets from quantum threats. Is your drone fleet exposed?

BeQuantum Intelligence
post-quantum-cryptographydrone-security
Quantum Transformer QASA: 36 Parameters Beat Classical Models
AI Provenance
· 7 min read

Quantum Transformer QASA: 36 Parameters Beat Classical Models

How does QASA hit 6% MAE gains on ETTh1 with just 36 quantum parameters? Inside the architectural parsimony principle that changes quantum ML procurement.

BeQuantum Intelligence
quantum-computingquantum-machine-learning
Walking Cat Architecture: 2,514 Qubits Break Quantum Barrier
Quantum Crypto
· 7 min read

Walking Cat Architecture: 2,514 Qubits Break Quantum Barrier

New trapped-ion blueprint delivers 110 logical qubits and 1M T gates daily with just 2,514 physical qubits. What CISOs must do now.

BeQuantum Intelligence
post-quantum-cryptographyquantum-computing

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