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Streaming Thoughts: A Faster Path to Long-Context Language Models

26.12.2025 by Ray Dalio

PHOTON establishes a hierarchical processing framework where bottom-up encoding distills input into progressively abstract latent states, subsequently reconstructed via a top-down decoder employing bounded local autoregressive decoding-a strategy that constrains attention within defined chunks to curtail global key-value cache expansion and minimize memory traffic during inference, enabling parallel generation across those chunks after an initial hierarchical prefill.

A new hierarchical modeling approach dramatically improves the speed and memory efficiency of processing lengthy text sequences.

Categories Science

Silencing the Watchdogs: Adversarial Attacks on Drone Detection

26.12.2025 by Ray Dalio

The mean average precision (mAP) exhibits a functional relationship with the surface plasmon resonance (SPR) power, measured in decibels (dB), suggesting the performance metric’s sensitivity to the energy input of the resonant system.

Researchers have demonstrated a practical method to evade radio frequency-based drone detection systems by subtly manipulating the drone’s emitted signals.

Categories Science

Entangled States Sculpted with Light

26.12.2025 by Ray Dalio

A linear optical network, built upon the [latex]D_{4}^{2}[/latex] Dicke digraph, undergoes stepwise decomposition, with the relative positions of its 44-partite and 33-partite ports intentionally reversed to enhance clarity of the underlying network structure.

Researchers have devised a new method for generating complex entangled states, known as Dicke states, using a streamlined optical approach.

Categories Science

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
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