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Beyond Reasoning: Uncovering the Weaknesses in AI Safety

08.01.2026 by Ray Dalio

A comprehensive benchmark assesses safety alignment in large language and retrieval-augmented generation models.

A new analysis reveals that while advanced reasoning skills are important, they don’t fully protect large language models from sophisticated adversarial attacks.

Categories Science

Decoding the Future of Error Correction

08.01.2026 by Ray Dalio

A new algorithm efficiently unlocks the full potential of Hyperderivative Reed-Solomon codes for robust data transmission.

Categories Science

Resilient Supply Chains: A Quantum Leap in Network Design

08.01.2026 by Ray Dalio

The analysis reveals a trade-off between maximizing demand capture and minimizing overlap risk, with a quantum solution-identified as the robust optimum-achieving the best balance between these competing priorities.

A novel optimization approach leverages the power of quantum-inspired computing to build more robust and cost-effective supply chain networks.

Categories Science

Quantum Portfolios: A New Approach to Investment Optimization

08.01.2026 by Ray Dalio

A variational quantum circuit, structured to a depth of two and utilizing three qubits, encodes problem Hamiltonians with [latex]R_z[/latex] gates for phase separation within the Quantum Approximate Optimization Algorithm, while [latex]R_x[/latex] gates function as mixing operations.

Researchers are exploring the potential of quantum computing to enhance Markowitz portfolio theory and tackle complex investment constraints.

Categories Science

Raising the Bar: Securing Post-Quantum Signatures with LINEture

08.01.2026 by Ray Dalio

A new analysis reveals how key parameters in the LINEture digital signature scheme can be optimized to bolster security and efficiency in the age of quantum computing.

Categories Science

Charting a Path Through the Quantum Threat

08.01.2026 by Ray Dalio

A system integrates diverse data sources-assets, certificates, vulnerabilities, and network services-into a knowledge graph, then subjects the resulting relationships to validation by a large language model, flagging discrepancies between rule-based reasoning and AI assessment for human review, and prioritizing edges based on probability thresholds and specialized prompts tailored to ten relationship semantics-including authentication, connectivity, vulnerability, and cloud dependencies-all while maintaining post-quantum cryptographic awareness and asynchronous processing for continuous refinement.

A new framework uses knowledge graphs and artificial intelligence to assess and strengthen enterprise cybersecurity in the face of looming quantum computing advancements.

Categories Science

Unlocking Precision in Particle Collisions: New Calculations for Heavy Quark Interactions

08.01.2026 by Ray Dalio

Researchers have refined calculations of how heavy quarks participate in deep-inelastic scattering, offering improved predictions for high-energy physics experiments.

Categories Science

Hidden Signals in Code: Protecting AI-Generated Software

08.01.2026 by Ray Dalio

A code-generating language model is refined with the SWaRL technique to produce functional code embedded with a detectable watermark, enabling owners to verify if deployed code originates from their model via a dedicated watermark detector.

Researchers have developed a new technique to embed robust watermarks into code generated by artificial intelligence, ensuring both functionality and security.

Categories Science

Beyond Blockchain Silos: Connecting the Decentralized Web

08.01.2026 by Ray Dalio

Figure 1: Illustration of a multi-agent particle system with interactions governed by a potential field. Particles repel each other with a force proportional to [latex]1/r[/latex], preventing overlap and maintaining a minimal distance.

This review examines the growing need for interoperability between blockchains and how emerging frameworks are striving to overcome the limitations of isolated networks.

Categories Science

Squeezing More Performance from Language Models

07.01.2026 by Ray Dalio

Through the fusion of key-value (KV) cache blocks, the computational footprint during batch decoding is demonstrably reduced, and efficiency is further enhanced by enabling the reuse of computations across unified representations of data chunks - a strategy illustrated by the shared computation of chunks 0, 1, and 2, effectively minimizing redundant matrix operations and optimizing performance via [latex] KV [/latex] cache management.

A new technique efficiently compresses and reuses memory caches, significantly boosting the speed and scalability of large language model serving.

Categories Science
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