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Smart Contracts Get Smarter: Building Trustworthy Autonomous Agents on the Blockchain

09.01.2026 by Ray Dalio

This review examines the emerging field of agentic AI operating on blockchain networks, focusing on the standards and execution models needed to ensure safe and compliant transactions.

Categories Science

Beyond Benchmarks: Quantifying PUF Security Against Machine Learning

09.01.2026 by Ray Dalio

The proposed unified framework analyzes the unpredictability of [latex] \mathbf{Exp}\_{\mathbf{\mathcal{PUF},\mathcal{A}}}^{Unpredict}(\mathrm{N}) [/latex], offering a means to quantify inherent system decay through the evaluation of physical unpredictable functions.

A new probabilistic framework offers a rigorous, architecture-independent method for evaluating the resilience of Physical Unclonable Functions to increasingly sophisticated machine learning attacks.

Categories Science

Beyond Passwords: Securing Identities with Quantum Biometrics

09.01.2026 by Ray Dalio

A new approach combines the strengths of post-quantum cryptography and quantum key distribution to fortify biometric authentication in decentralized networks.

Categories Science

Balancing Urgency and Privacy in Disaster Data Sharing

09.01.2026 by Ray Dalio

The framework envisions disaster data sharing not as a simple transmission, but as a negotiated exchange governed by dual knowledge graphs-one detailing the disaster itself, the other outlining privacy policies-where release requests flow through layers of evaluation, transformation, and verification to ensure compliance, acknowledging that any such system is fundamentally a prediction of future breaches.

A new framework uses knowledge graphs and deontic logic to enable responsible data release during crises, ensuring compliance with privacy regulations while maximizing aid effectiveness.

Categories Science

Shattering Carbon Dioxide: How Ion Collisions Control Fragmentation

09.01.2026 by Ray Dalio

Through native-frames analysis of [latex]CO^{3+}_{2}[/latex] breakup following collisions with Argon projectiles, the study disentangles sequential dissociation - where [latex]CO^{2+}[/latex] forms initially before yielding [latex]C^{+}[/latex] and [latex]O^{+}[/latex] - from concerted events, utilizing kinetic energy release and angular distributions to reconstruct the full process and establishing a framework for distinguishing decay pathways in complex molecular fragmentation.

New research demonstrates that the electronic structure of colliding ions plays a crucial role in determining how highly charged carbon dioxide molecules break apart.

Categories Science

When Disaster Strikes, Can AI Answer the Call?

08.01.2026 by Ray Dalio

Discrepancies in model rankings between general question answering benchmarks and a disaster-response focused subset-specifically, pronounced deviations from a diagonal correlation-suggest that established leaderboards offer an unreliable indication of relative performance when applied to the critical context of high-stakes disaster scenarios, as detailed in Table 13.

A new benchmark assesses how well artificial intelligence systems can provide accurate and complete answers to critical questions during disaster events.

Categories Science

Securing Industrial Containers: A Knowledge-Driven Approach

08.01.2026 by Ray Dalio

An ontology-based risk assessment approach, leveraging the Container Security Risk Ontology (CSRO) and an integrated identification tool, offers a means of systematically addressing vulnerabilities inherent in container deployments within operational technology environments-acknowledging that all such systems are subject to eventual compromise, and proactive evaluation merely reframes the timeline of inevitable decay.

This research introduces a novel methodology for identifying security risks in containerized deployments within critical operational technology environments.

Categories Science

Decoding Efficiency: New Frontiers in Information Recovery

08.01.2026 by Ray Dalio

Researchers are exploring novel linear codes that optimize data recovery with minimal redundancy, pushing the boundaries of efficient information storage.

Categories Science

Beyond Bots: Proving Humanity in the Age of AI

08.01.2026 by Ray Dalio

A new security primitive, the Human Challenge Oracle, aims to thwart automated attacks by demanding ongoing, real-time human effort for verification.

Categories Science

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
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