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Science

Mapping the Nucleus: A Lattice QCD Approach to Structure Functions

01.03.2026 by Ray Dalio

The analysis details five distinct Wick contractions-[latex]C_1C_{\hat{1}}, C_2C_{\hat{2}}, S_1S_{\hat{1}}[/latex] among others-that contribute to the four-point function in equation (9) when applied to baryons, with the specific mathematical form of these contractions dependent on the quark flavor of the involved currents.

New calculations using lattice quantum chromodynamics and four-point correlation functions provide a direct path to understanding the internal structure of protons and neutrons.

Categories Science

Mapping Community Structure in Complex Networks

01.03.2026 by Ray Dalio

The study demonstrates that ECHO embeddings, unlike raw bag-of-words features which exhibit substantial overlap, effectively disentangle academic disciplines into distinct clusters, suggesting a manifold separation that minimizes noise and improves performance-a critical advancement given the inherent limitations of feature-only methods when dealing with complex relational data like that found in the Cora dataset.

A new self-supervised learning approach efficiently identifies communities within large-scale graphs, even in the presence of heterophily.

Categories Science

Geometric Harmony: Quantizing Particles in Curved Space

01.03.2026 by Ray Dalio

The integration path deforms towards infinity-a green circular arc expanding beyond constraint-while a red cut demarcates the boundaries of complex analysis, illustrating how systems navigate the inevitable extension of their operational limits.

A new approach leverages the geometry of constant curvature spaces to elegantly reproduce quantum mechanical spectra.

Categories Science

Beyond Automated Citation: Reclaiming Interpretation with AI

28.02.2026 by Ray Dalio

New research suggests the power of large language models isn’t in replacing human analysis of academic sources, but in augmenting it.

Categories Science

Beyond Points: Mapping the Geometry of Quantum Spaces

28.02.2026 by Ray Dalio

This review explores how classical coarse geometric ideas can be generalized to noncommutative settings, providing a powerful toolkit for studying the large-scale structure of quantum metric spaces.

Categories Science

The Expanding Edge: Securing AI-Powered IoT Devices

28.02.2026 by Ray Dalio

The system utilizes a tiered architecture where inter-agent communication flows through a Tailscale mesh and MQTT pub/sub on a Mac mini, subsequently bridging to Home Assistant for IoT device control, while wide-area network links are strategically reserved for computationally intensive large language model inference and Telegram messaging.

As artificial intelligence moves closer to the source of data, the architecture of these deployments dramatically impacts the security of connected devices.

Categories Science

Beyond Single Chains: Building Blockchains That Adapt

28.02.2026 by Ray Dalio

The system reveals how governance parameters-application preference [latex]\lambda_{app}[/latex], operator preference [latex]\lambda_{op}[/latex], and system preference [latex]\lambda_{sys}[/latex]-shape utility landscapes, peaking when a single preference dominates and smoothly trading off across the spectrum, suggesting inherent tensions in multiagent system design.

A new framework uses intelligent resource allocation to optimize multichain blockchain infrastructures for improved scalability and performance.

Categories Science

When Density Isn’t Enough: Symmetry’s Role in Quantum Phase Prediction

28.02.2026 by Ray Dalio

The study demonstrates that calculations of [latex]\cos(\gamma)[/latex] diverge between an interacting many-body state-obtained through DMRG-and a Kohn-Sham reference, as evidenced by the differing values represented by filled circles and open squares, with a value of one serving as a benchmark for comparison.

New research reveals that the agreement between standard and advanced quantum simulations hinges on fundamental symmetries, not just accurate density matching.

Categories Science

Homomorphic Encryption Gets a GPU Boost

28.02.2026 by Ray Dalio

Integration of FHECore demonstrably influences GPU utilization and instruction throughput, as evidenced by variations in occupancy and normalized instructions per cycle across both foundational CKKS primitives and complete computational workloads.

Researchers have designed a specialized GPU unit to dramatically accelerate fully homomorphic encryption, paving the way for more practical privacy-preserving computation.

Categories Science

Fortifying Edge AI Against Attack

28.02.2026 by Ray Dalio

As the magnitude of [latex]\bm{\epsilon}[/latex] increases, perturbations grow progressively stronger when generating adversarial examples from a model encrypted with TT-SEAL, demonstrating the sensitivity of the system to input alterations.

A new selective encryption framework harnesses model compression to deliver both strong adversarial robustness and low latency for on-device intelligence.

Categories Science
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