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Superconducting Logic Gets a Boost from Error Correction

12.02.2026 by Ray Dalio

Simulation results demonstrate a 5 GHz SFQ-based RM(1,3) code encoder, leveraging SFQ-to-DC converters as an interface circuit to facilitate operation.

Researchers demonstrate a practical error-correction encoder for superconducting circuits, enhancing reliability in the face of manufacturing imperfections and faults.

Categories Science

Beyond Single Keys: Scaling Secure Signatures with Trusted Hardware

12.02.2026 by Ray Dalio

The study demonstrates a method for signature generation that directly impacts True Positive Rate (TPR) performance, establishing a quantifiable relationship between the generated signature’s characteristics and the resulting [latex] TPR [/latex] metric.

A new framework streamlines multi-party cryptographic operations by distributing the signing process across multiple Trusted Platform Modules.

Categories Science

Beyond On-Chain Data: How Bitcoin Oracles Are Evolving

12.02.2026 by Ray Dalio

A new review charts the shift in Bitcoin oracle designs away from traditional on-chain feeds towards privacy-focused, off-chain attestation methods like Discreet Log Contracts.

Categories Science

Quantum Risk Analysis: A Faster Path to Structural Safety

11.02.2026 by Ray Dalio

The study estimates conditional value-at-risk - a measure of tail risk - for maximum von Mises stress in an L-bracket subjected to spatially correlated material uncertainty, demonstrating that an IQAE-based estimator offers a viable alternative to Monte Carlo sampling when assessing structural reliability under uncertainty, particularly as computational budget increases.

A new quantum algorithm dramatically accelerates the estimation of critical failure probabilities in complex engineering systems, offering a significant advantage over traditional methods.

Categories Science

AI Learns to Find Software Bugs with Human-Like Reasoning

11.02.2026 by Ray Dalio

The distribution of finding severity varies predictably across configurations, suggesting that system architecture fundamentally shapes the nature and prevalence of emergent failures.

A new framework combines the power of artificial intelligence with formal verification techniques to autonomously discover vulnerabilities in software code.

Categories Science

Uncovering Quantum Code Errors with Intelligent Program Variation

11.02.2026 by Ray Dalio

The QEMI workflow establishes a systematic approach to quantifying electromagnetic interference.

A new testing framework, QEMI, automatically identifies bugs in quantum software by creating and comparing simplified versions of complex programs.

Categories Science

Beyond SPHINCS+: A New Signature Scheme Hardens Post-Quantum Security

11.02.2026 by Ray Dalio

The SpinelHash function pipeline anticipates inevitable decay by constructing a probabilistic structure where each layer’s output-derived from [latex]n[/latex] independent hash computations-serves not as a definitive result, but as the seed for the next, accepting that entropy will ultimately dominate any attempt at perfect preservation.

Researchers have developed Spinel, a novel signature scheme building on the widely-adopted SPHINCS+ framework, to enhance its theoretical underpinnings and resilience against future attacks.

Categories Science

From Code to Chip: Automating Post-Quantum Crypto Hardware

11.02.2026 by Ray Dalio

The system implements LLM4PQC, a four-phase process encompassing post-quantum cryptography subroutine extraction, high-level synthesis preprocessing, automated [latex]HLS-C[/latex] code generation and design space exploration-leveraging integration of [latex]C2HLSC[/latex] with [latex]Catapult[/latex]-and culminating in synthesis and verification, thereby establishing a complete workflow for hardware acceleration of post-quantum cryptographic algorithms.

A new framework streamlines the process of translating complex cryptographic algorithms into efficient hardware implementations, promising a boost for post-quantum security.

Categories Science

AI Powers the Next Generation of Encryption

11.02.2026 by Ray Dalio

The design flow integrates large language models to accelerate post-quantum cryptographic hardware implementation on FPGAs, employing profiling and partitioning techniques to automatically generate Verilog code and streamline hardware-software co-design-a pragmatic approach acknowledging that even innovative frameworks ultimately contribute to the ongoing cycle of technical debt in production systems.

Researchers are leveraging artificial intelligence to dramatically speed up the development of hardware for securing data against future quantum threats.

Categories Science

Hunting for a Quantum Flashpoint: The Search for the QCD Critical Point

11.02.2026 by Ray Dalio

New analysis of high-energy nuclear collisions is revealing tantalizing clues about the nature of the quark-gluon plasma and the elusive QCD critical point.

Categories Science
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