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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

Securing the Skies: Modeling Reliable Connections in Complex Networks

11.02.2026 by Ray Dalio

The study demonstrates that shortest-path communication protocols exhibit scalability as network size increases, maintaining consistent performance across scenarios involving three, five, and seven hops-illustrated by the convergence of red, green, and blue curves representing those respective hop lengths.

This review analytically determines the probability of establishing a secure connection across multi-hop, layered networks commonly found in emerging non-terrestrial communication systems.

Categories Science

Decoding Resilience: How DNA Storage Systems Bounce Back From Failure

11.02.2026 by Ray Dalio

The depicted DNA-DSS illustrates an inherent system for managing decay, where structural integrity-like genetic code-is not simply lost to time, but actively maintained through dynamic self-stabilization-a principle akin to error correction within a complex, evolving network σ.

A new analysis explores the expected recovery time in distributed DNA-based storage, offering insights into the reliability of this emerging data archiving technology.

Categories Science

Rust’s Safety Net: A Formally Verified Compiler Takes Shape

10.02.2026 by Ray Dalio

Researchers have built RustCompCert, a compiler leveraging formal verification techniques to guarantee memory safety and semantic correctness for a significant subset of the Rust programming language.

Categories Science

Spin and Charge: A New Framework for Electron Transfer

10.02.2026 by Ray Dalio

The study models electron and hole transfer within open-shell molecular systems by employing distinct minimal complete active space (CASSCF) configurations: [latex]CASSCF(1,2)[/latex] for electron transfer, focusing on unpaired electron excitation, and [latex]CASSCF(3,2)[/latex] for hole transfer, representing excitation from a doubly occupied orbital, thereby establishing a framework for understanding charge carrier dynamics based on fundamental quantum mechanical principles.

Researchers have developed a powerful computational approach to model how electrons move between molecules, accounting for the complex interplay of spin and relativistic effects.

Categories Science

Beyond the Prompt: Securing the Next Generation of AI Agents

10.02.2026 by Ray Dalio

The study demonstrates that the distribution of security break types varies significantly across different attack classes when aggregated across deep research agents, revealing nuanced vulnerabilities within each class.

As AI agents become increasingly sophisticated, vulnerabilities extend beyond simple prompt manipulation, requiring a new approach to security assessment.

Categories Science

The AI Code Rush: Security Risks and Emerging Defenses

10.02.2026 by Ray Dalio

As AI-powered code generation accelerates, a critical gap is opening between development speed and robust security practices.

Categories Science

Entangled Agents: Coordinating Without Communication

10.02.2026 by Ray Dalio

A decentralized and parameterized policy leverages shared quantum entanglement to achieve a joint optimization, enabling a nuanced control strategy.

A new framework leverages the principles of quantum entanglement to enable multi-agent systems to coordinate effectively without explicit communication channels.

Categories Science
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