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Securing Control Systems: Encrypting Nonlinear Dynamics

26.12.2025 by Ray Dalio

Researchers have developed a method to implement encrypted control for complex nonlinear systems by approximating dynamics with autoregressive models.

Categories Science

Beyond Infinite Loops: Taming Uncertainty in Distributed Systems

26.12.2025 by Ray Dalio

New research introduces a framework for proving that certain types of distributed computations-from population protocols to chemical reaction networks-will always reach a conclusion or demonstrably fail within a predictable timeframe.

Categories Science

Building Better Qubits: A Scalable Architecture for Robust Quantum Control

26.12.2025 by Ray Dalio

A superconducting architecture leverages fluxonium qubits interconnected by tunable transmon couplers-distinguished by principal types and vertical/horizontal orientations-to facilitate controlled two-qubit CZZ gates through direct capacitive coupling and mitigate long-range parasitic interactions via differential oscillators.

Researchers have designed a new superconducting quantum computing architecture that significantly reduces unwanted interactions between qubits, paving the way for more complex and reliable quantum computations.

Categories Science

Beyond Block Times: The Quest for Instant Blockchain Confirmation

26.12.2025 by Ray Dalio

A new State of Knowledge review examines the evolving landscape of consensus protocols and the drive toward faster, more secure finality in distributed ledger technology.

Categories Science

Detonating Malware Across Architectures with pokiSEC

26.12.2025 by Ray Dalio

The system architecture employs a reverse proxy to initially direct sessions to an image loader, then seamlessly transitions control to a virtual machine desktop environment established through QEMU/KVM once launched.

A new containerized sandbox, pokiSEC, delivers consistent and reproducible dynamic malware analysis for both ARM64 and AMD64 systems.

Categories Science

Beyond Fail-Safe: Building Resilient Cyber-Physical Systems

26.12.2025 by Ray Dalio

A new review synthesizes the latest approaches to ensuring the robustness of critical infrastructure in the face of growing threats.

Categories Science

Stealth Code: How AI Can Hide Vulnerabilities From AI Detectors

26.12.2025 by Ray Dalio

The CoTDeceptor framework anticipates adversarial prompts not as isolated attacks, but as emergent behaviors within a complex system of chained reasoning, subtly shifting the landscape of large language models toward predictable vulnerabilities.

Researchers have developed a new framework that leverages artificial intelligence to subtly alter code, evading detection by even advanced, reasoning-based security systems.

Categories Science

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
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