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AI Code Contributions: A Security Risk?

23.04.2026 by Ray Dalio

AI agents face varied rejection reasons, highlighting the nuanced challenges inherent in their deployment and the need for tailored solutions to address specific failure modes.

A new study reveals that while AI is increasingly used to generate code fixes, a significant number of these contributions introduce or fail to address critical security vulnerabilities.

Categories Science

Securing Post-Quantum Crypto Pipelines: A Formally Verified Approach

23.04.2026 by Ray Dalio

New research demonstrates that rigorously applying masking techniques at each stage of a Number Theoretic Transform pipeline is critical for preventing side-channel attacks in post-quantum cryptography hardware.

Categories Science

Beyond Fibonacci: Exploring q-Metallic Number Sequences

23.04.2026 by Ray Dalio

This research delves into the analytical behavior of q-deformed metallic numbers, a generalization of the familiar Fibonacci sequence.

Categories Science

Code Generation Gets a Boost: Diffusion Models Weather Quantization Better Than Rivals

23.04.2026 by Ray Dalio

The study demonstrates a latency-precision trade-off between the CoDA and Qwen3 GPTQ models, highlighting how reduced computational demands impact the accuracy of large language model outputs.

New research reveals that diffusion-based language models demonstrate superior resilience to performance loss when compressed using quantization techniques, opening doors for efficient code generation on limited hardware.

Categories Science

When AI Loses Its Voice: Decoding the Limits of Model Compression

23.04.2026 by Ray Dalio

Early layers of Llama and Mistral models exhibit acute sensitivity to two-bit quantization, precipitating catastrophic performance drops within the Failure Subset and demonstrating a vulnerability inherent in their initial feature representations.

New research reveals that shrinking large language models isn’t always a straightforward trade-off, exposing two fundamentally different ways these systems can break down.

Categories Science

Beyond Fiber: Scaling Quantum Security Across Networks

23.04.2026 by Ray Dalio

A testbed spanning Galicia and the Basque Country demonstrates a hybrid quantum-classical key distribution network, utilizing physically secured [latex]QKD[/latex] links-propagating keys via [latex]ETSI\,020[/latex] with [latex]QKD[/latex] and post-quantum cryptography-alongside [latex]ETSI\,020[/latex] interfaces secured solely with post-quantum cryptography, while vendor key management systems distribute [latex]QKD[/latex] keys via [latex]ETSI\,014[/latex] calls to key management transfer station nodes.

A new approach to key distribution leverages hybrid quantum and post-quantum cryptography to connect geographically separated quantum key distribution systems.

Categories Science

The Shifting Structure of Metallic Glasses

23.04.2026 by Ray Dalio

New research reveals the surprising atomic architecture within Gd-based metallic glasses, linking their unusual properties to a dynamic interplay of short-range order and interstitial atoms.

Categories Science

Lost in Translation: The Challenge of Mixed-Language Search

23.04.2026 by Ray Dalio

A study establishes a retrieval benchmark for mixed-language queries, then scales evaluation across eleven diverse tasks using large language models, ultimately investigating lexicon-based vocabulary adaptation as a means to mitigate embedding space divergence between monolingual and code-switched text-a process acknowledging that systems grow, rather than being built, and that architectural choices inherently forecast eventual limitations.

A new study reveals that current information retrieval systems struggle significantly when faced with queries that blend multiple languages, exposing a critical weakness in real-world multilingual search.

Categories Science

Unlocking Hidden Symmetries in Quantum Circuits

22.04.2026 by Ray Dalio

At weak coupling, the calculated light-matter entanglement entropy closely matches a quasi-linear prediction [latex] (42) [/latex] for the Su-Schrieffer-Heeger ground state with [latex] t_{1} = 1 [/latex] and [latex] t_{2} = 0 [/latex], though deviations emerge at stronger coupling as additional dipole sectors become distinguishable.

New research reveals how strong light-matter interactions can give rise to unexpected entanglement patterns and emergent symmetries in quantum systems.

Categories Science

Confidentiality’s Broken Chain: Why Encryption Isn’t Enough

22.04.2026 by Ray Dalio

An analysis of the Signalgate leak reveals that even technically sound encryption can fail when confronted with complex socio-technical realities and inadequate threat modeling.

Categories Science
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