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Science

Beyond Standard Dark Energy: A New Ultraviolet Completion

29.03.2026 by Ray Dalio

The equation of state, parameterized by initial conditions and constrained by cosmological observations-including data from DESI DR2, CMB, and Pantheon-demonstrates a remarkable convergence towards present-day values consistent with the standard ΛCDM model, regardless of whether the system originates in a ghost or quintessence phase, suggesting a robust connection between early-universe dynamics and late-time expansion.

Researchers propose a stable and consistent framework for quintom dark energy, potentially resolving long-standing theoretical issues with existing models.

Categories Science

UAV Swarms: A Distributed Control Approach

29.03.2026 by Ray Dalio

A cooperative control framework enables multiple unmanned aerial vehicles (UAVs) to follow designated paths, demonstrating a system designed for coordinated aerial maneuvers.

A new framework coordinates multiple unmanned aerial vehicles, ensuring stable and scalable path following in time-critical scenarios.

Categories Science

Beyond true or false: A Logic for Degrees of Belief

29.03.2026 by Ray Dalio

A new logical framework combines probabilistic reasoning with nuanced evaluations of certainty, enabling more sophisticated knowledge representation and reasoning.

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The Hidden Weakness in AI Email Security

29.03.2026 by Ray Dalio

A refined configuration for GPT-4o-mini dramatically reduces false positive rates in commodity phishing detection - a 79 percentage point improvement while maintaining 93.7% recall - but simultaneously renders the model highly vulnerable to infrastructure phishing attacks, decreasing recall in that domain by 64 percentage points, demonstrating a critical security trade-off.

New research reveals that the way AI systems are instructed can create critical vulnerabilities, potentially turning email defenses into attack vectors.

Categories Science

Unmasking Hidden Signals: A New Approach to Data Decomposition

29.03.2026 by Ray Dalio

A novel framework, Robust Principal Component Completion, efficiently separates meaningful data from obscuring noise by modeling sparsity and low-rank structure.

Categories Science

Mapping the Quark-Gluon Plasma with Machine Learning

29.03.2026 by Ray Dalio

A novel neural network model, constrained by both lattice QCD and hadron resonance gas data, provides a refined picture of the QCD phase transition.

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Untangling the Four Subspace Problem with Categorical Equivalence

28.03.2026 by Ray Dalio

A new framework leverages functorial embeddings to systematically classify solutions across six related subproblems of the Four Subspace Problem.

Categories Science

The Certainty Equation: Building AI You Can Trust

28.03.2026 by Ray Dalio

A new framework demonstrates that predictable, verifiable AI isn’t just desirable-it’s achievable through fundamental changes to how machine learning systems are built.

Categories Science

Taming Correlation Risk in Multi-Asset Derivatives

28.03.2026 by Ray Dalio

A new framework combines dynamic trading with static hedging to effectively manage covariance risk in incomplete markets.

Categories Science

Beyond Spacetime: Exploring Holographic Universes at Low Energy

28.03.2026 by Ray Dalio

A new review delves into the construction of holographic dualities in non-relativistic string theory, revealing connections between gravity, quantum mechanics, and the search for simplified models of complex systems.

Categories Science
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