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Beyond the Script: AI-Powered Auditing for Safer Prescriptions

12.03.2026 by Ray Dalio

The KB-grounded Chain of Verification framework anticipates eventual systemic failure by treating knowledge bases not as static foundations, but as evolving grounds for iterative validation-a process wherein each assertion propagates uncertainty until inevitably confronted by disconfirming evidence.

A new framework combines the reasoning power of large language models with structured knowledge to dramatically improve the accuracy and transparency of prescription verification.

Categories Science

Scaling Metasurface Simulations with Recursive Compression

12.03.2026 by Ray Dalio

Compression gain increases with the number of meta-atoms employed, though the extent of this improvement is modulated by the tolerance [latex] \varepsilon [/latex] for quantifying reconstruction error, as detailed in Section 5.2.

A new method dramatically speeds up the analysis of large metasurfaces by efficiently solving the complex electromagnetic interactions within them.

Categories Science

Securing the IoT Edge with Quantum Randomness

12.03.2026 by Ray Dalio

The system distributes quantum entropy generated by a Quantis QRNG to ESP32 clients via dual access points-OpenSSL and the Linux entropy pool-and utilizes BLAKE2s entropy pools alongside post-quantum cryptography for secure HTTPS and CoAP communication, acknowledging the inevitable transition of cutting-edge security frameworks into future technical debt as production environments stress their limits.

This research presents a viable architecture for delivering quantum-enhanced entropy to resource-constrained embedded systems, bolstering security in the age of quantum computing.

Categories Science

Quantum-Safe Connections: Assessing the Performance Cost of TLS 1.3 Upgrades

12.03.2026 by Ray Dalio

A new analysis breaks down the latency impact of integrating post-quantum cryptography into the TLS 1.3 handshake process, finding manageable overhead for modern applications.

Categories Science

Navigating the Post-Quantum Landscape with SQInstructor

12.03.2026 by Ray Dalio

A new signature scheme, SQInstructor, expands the SQSign framework and leverages advancements in isogeny graph theory to enhance the security and efficiency of post-quantum cryptography.

Categories Science

Hiding in Plain Sight: Secure Image Steganography Gets a Boost

12.03.2026 by Ray Dalio

A framework emerges for image steganography, achieving both robustness and provable security through iterative optimization within the latent space-a process acknowledging that any architectural choice inevitably seeds the conditions for future compromise.

A new approach leverages the power of diffusion models and iterative refinement to deliver more reliable secret message embedding within images, even after compression.

Categories Science

AI’s New Shield: Securing Autonomous Cyber Defense

12.03.2026 by Ray Dalio

The system employs a multi-agent architecture-built around a central Multi-Agentic SOAR and phase-scoped servers for monitoring, analysis, administration, and reporting-to automate security operations, leveraging LLM-driven reasoning and a persistent organizational memory layer for coordinated incident response across all stages of the lifecycle.

As artificial intelligence takes on a larger role in cybersecurity, a new framework is needed to address the unique risks posed by autonomous, multi-agent systems.

Categories Science

Decoding Equivalence: A New Algebraic Approach to Linear Codes

11.03.2026 by Ray Dalio

This review explores how algebraic modeling, specifically leveraging Plücker coordinates and invariant theory, advances our understanding of linear code equivalence and its implications for cryptographic security.

Categories Science

Pinpointing Quarkonium Splitting with Unprecedented Precision

11.03.2026 by Ray Dalio

The hyperfine splitting of the P-wave bottomonium state for [latex]n=2[/latex] is experimentally determined, with results aligning with theoretical predictions based on a [latex]m_{b,\rm PV} = 4.836 \text{ GeV}[/latex] value for the [latex]b[/latex] quark mass, as established by Ayala et al. (2020).

New calculations achieve next-to-next-to-next-to-next-to-leading order (N4LO) accuracy in determining the hyperfine splitting of heavy quarkonium states.

Categories Science

Playing It Safe: Robust Multi-Agent Learning in Competitive Environments

11.03.2026 by Ray Dalio

Algorithms employing varying levels of risk aversion demonstrate a predictable convergence toward either mutually beneficial cooperation-achieved by non-risk-averse and low-risk-averse agents-or self-protective, though less rewarding, isolation, as evidenced by the consistent selection of stag-stag or hare-hare outcomes during training.

A new algorithm tackles the challenge of training teams of AI agents to cooperate and compete reliably, even when facing unpredictable opponents.

Categories Science
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