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The Fragility of Blockchain Challenges

26.12.2025 by Ray Dalio

New research reveals fundamental limitations in designing effective incentives for blockchain protocols that rely on challenge-based validation.

Categories Science

Local-First Integrity: A New Approach to Data Ownership

25.12.2025 by Ray Dalio

Sark architecture embraces inherent fragility, acknowledging that every structural decision foreshadows eventual compromise and decay within the evolving system.

A new distributed system, Sark, prioritizes user control and data security by eschewing global state in favor of local-first integrity management.

Categories Science

Channel Alchemy: Building Superchannels from Random Noise

25.12.2025 by Ray Dalio

A novel construction of a random dilation superchannel, as depicted in Figure 4, is substantiated through a rigorous proof detailed herein.

Researchers have devised efficient quantum circuits for constructing powerful ‘superchannels’ from seemingly random quantum noise, opening new avenues for quantum information processing.

Categories Science

Hidden in Entanglement: A New Path to Anonymous Communication

25.12.2025 by Ray Dalio

Researchers have developed a novel quantum protocol that leverages the unique properties of entanglement to enable perfectly anonymous communication without relying on trusted devices or classical infrastructure.

Categories Science

Cooling Quantum Systems: A New Path to Molecular Ground States

25.12.2025 by Ray Dalio

A quantum computational method leverages an initial high-energy state-created via [latex]XX[/latex] gates-and subsequent layers of Givens rotations ([latex]GG[/latex]) and on-site potential adjustments ([latex]OO[/latex]) to efficiently map spin orbitals and navigate toward the ground state, eschewing the traditional Hartree-Fock starting point in favor of a “rolling rock” approach to optimization.

Researchers have developed a streamlined variational quantum algorithm that efficiently prepares the ground states of molecules using a cooling-inspired approach and simplified operations.

Categories Science

Beyond Layers: A New Neural Network Inspired by Quantum Circuits

25.12.2025 by Ray Dalio

Q-RUN positions itself within a growing body of work exploring the intersection of variational quantum circuits and neural networks, building upon established research in this emerging field.

Researchers have developed Q-RUN, a classical neural network architecture that borrows principles from data re-uploading quantum circuits to achieve improved performance and efficiency.

Categories Science

Quantum Cash: A Simpler Path to Secure Digital Money

25.12.2025 by Ray Dalio

Researchers have devised a new quantum money protocol that dramatically reduces the quantum resources needed for secure, publicly verifiable transactions.

Categories Science

Quieter Circuits: Taming Electromagnetic Leaks in Digital Design

25.12.2025 by Ray Dalio

During transitions in transistor circuits, such as within a CMOS inverter, signal switching activates either the PMOS or NMOS transistor, initiating a charge or discharge of the load capacitance $C_C$ and consequently dissipating energy as heat and electromagnetic radiation.

New research reveals how minimizing energy dissipation during capacitor charging can significantly reduce electromagnetic radiation and bolster defenses against side-channel attacks.

Categories Science

Rewriting Reality: A New Path to Quantum Logic

25.12.2025 by Ray Dalio

A multiway system, structured in three layers with words ordered according to the computational basis, offers a framework for representing diverse quantum circuits where the progression of time is visualized from left to right.

Researchers are demonstrating that the rules governing quantum operations can emerge from surprisingly simple, non-quantum systems of symbolic rewriting.

Categories Science

Quantum Scars Hold the Key to Persistent Work

25.12.2025 by Ray Dalio

A dynamical quantum protocol, realized in blockaded Rydberg atom arrays, leverages coherent rotations-specifically, $RY(\theta) = e^{-i\frac{\theta}{2}Y}$-and qubit resets to inject energy into the PXP Hamiltonian, creating highly excited states that, upon relaxation, yield a steady-state subsystem possessing extensive energy extractable via unitary operations, demonstrating a pathway for controlled energy management at the quantum level.

New research reveals that quantum many-body scars can retain significantly more extractable work than typical quantum systems, offering a potential path toward more efficient quantum energy storage.

Categories Science
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