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Thinking Twice About Calls: AI Learns to Spot Fraud

06.01.2026 by Ray Dalio

A novel fraud detection system leverages reinforcement learning to cultivate layered analytical models-first establishing deliberate reasoning, then refining thought efficiency via rejection sampling and length constraints, and finally achieving real-time performance through segmented audio processing-thereby surpassing conventional methods in identifying fraudulent calls.

A new framework uses artificial intelligence to mimic human reasoning and detect fraudulent activity in audio and text conversations with improved speed and accuracy.

Categories Science

Scaling Quantum Scattering Calculations with a Novel Iterative Method

06.01.2026 by Ray Dalio

The computational scaling of the WISE algorithm reveals a performance trade-off: while total solution time and the identification of divergent Weinberg eigenvalues scale quadratically with the number of scattering channels [latex] \propto N^{2} [/latex], convergence of the Born series for both the regularized source vector and eigenvectors achieves linear scaling [latex] \propto N [/latex], suggesting a fundamental limit to efficiency as system complexity increases.

Researchers have developed a new algorithm that dramatically improves the efficiency of quantum scattering calculations, potentially unlocking simulations of more complex molecular collisions.

Categories Science

Mining New Potential: Repurposing Bitcoin Chips for AI

06.01.2026 by Ray Dalio

Researchers are exploring a surprising new application for SHA-256 ASICs – harnessing their inherent timing variations to build energy-efficient physical reservoir computing systems.

Categories Science

Smarter QEMU Coverage: A Plugin That Doesn’t Slow You Down

06.01.2026 by Ray Dalio

Researchers have developed a new QEMU plugin, NQC2, that significantly accelerates code coverage analysis for embedded systems without compromising performance.

Categories Science

Quantum Shield: Fortifying Power Grids Against Hidden Attacks

06.01.2026 by Ray Dalio

A parallel classical and quantum intrusion detection architecture safeguards distributed generation systems by analyzing voltage, frequency, and power measurements to identify subtle, coordinated attacks-perturbations designed to remain within normal operating limits-through a binary assessment of system status.

A new wave of research explores how quantum machine learning can bolster the security of distributed energy systems against increasingly sophisticated coordinated stealth attacks.

Categories Science

Decoding Quantum Data with Bicycle Codes: A New Algebraic Approach

06.01.2026 by Ray Dalio

Classical syndrome codes-specifically [latex]CSXC_{\mathrm{S}}^{X}[/latex]-demonstrate performance characteristics that implicitly forecast eventual failure modes within the system they attempt to stabilize.

Researchers have uncovered a fundamental link between the mathematical structure of Bivariate Bicycle codes and their ability to correct errors in quantum data, even with limited measurements.

Categories Science

Quantum Computing’s Next Act: Scaling Through Software

06.01.2026 by Ray Dalio

Quantum compilation within the Multi-Party Quantum Compilation (MPQC) framework reveals a demonstrable relationship between compilation strategies and associated computational costs, establishing a foundation for optimizing quantum circuit execution.

A new system architecture tackles the challenges of running multiple quantum programs concurrently, paving the way for more efficient use of scarce quantum resources.

Categories Science

Securing the IoT: A Resilient Approach to Threat Intelligence

06.01.2026 by Ray Dalio

A new framework combines federated learning with advanced cryptography to safeguard critical infrastructure from evolving cyber threats.

Categories Science

Securing the Road Ahead: A Quantum Leap for Connected Cars

06.01.2026 by Ray Dalio

As the threat of quantum computing looms, this review explores the vital steps needed to safeguard Intelligent Transportation Systems from emerging cryptographic vulnerabilities.

Categories Science

Beyond Prediction: Modeling the Cognitive Roots of Ambiguity

06.01.2026 by Ray Dalio

A new framework, Rogue Variable Theory, explores how quantum-inspired mathematics can represent ambiguous pre-event cognitive states, offering a path towards more interpretable and aligned artificial intelligence.

Categories Science
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