Charles Clark

In continuation of the NRGscapes publication on UAP signature profiling, this case study delves into the application of a dual-layer resonance model to previously analyzed footage of orb and rod-like UAP phenomena observed in various field events across Western Australia. By utilizing audio-waveform extraction techniques on slowed high-definition video recordings, we have successfully pinpointed persistent harmonic structures within the captured imagery. Our analysis revealed the consistent detection of two distinct frequency bands. The first band, spanning approximately 22 to 1500 Hz, seemed to correspond with converted infrared vibrational frequencies of DNA. The second band, ranging from around 1500 to 4000 Hz (with potential for higher frequencies), displayed characteristics that are currently unidentified. These findings lend support to the notion that UAPs may possess embedded scalar-resonant harmonic structures, possibly linked to functions such as propulsion, navigation, and biocompatibility. The implications of these results suggest that UAPs could operate as intricately tuned craft, utilizing field-structured harmonic frequencies for modulation across spatial dimensions. For a more detailed exploration of this case study, you can access the full publication here: https://lnkd.in/gUpkxQkh).

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Frontier AI is accelerating cybersecurity defenses across government and critical infrastructure. PNNL scientists, led by Loc Truong, turned to Anthropic's Claude to help create ALOHA, a generative AI agent that can reconstruct cyberattacks in minutes instead of weeks. Pacific Northwest National Laboratory's latest work shows how AI can help: 🛡️ Detect threats faster and reduce response time 🧠 Analyze massive network data to spot anomalies 🤖 Automate routine cyber tasks so experts focus on high-risk issues 🤝 Enhance human–machine teaming for resilient cyber operations   “There are many programs out there to detect attacks,” says cybersecurity researcher Kristopher W. “ALOHA goes much further, adapting attacks to particular hardware, software, and environments, giving guidance on the best way to protect those systems—and then attacking again and again to identify gaps in security and to enhance response.”   Read more: ➡️ Anthropic’s coverage: https://lnkd.in/gzaTEsfx Fantastic Axios article: https://lnkd.in/ghxbGH7j PNNL https://lnkd.in/gSMAVZYs   #Cybersecurity #GenerativeAI #NatSec #GovTech #AIForGood #CriticalInfrastructure #AI #GenesisMission

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 Gravity-Centric Approach: LQG prioritizes the development of a quantum theory of gravity, distinct from the comprehensive unification of fundamental forces pursued by string theory. In delving into LQG, researchers navigate a landscape where spacetime is reimagined, emphasizing discrete elements and a unique focus on unraveling the enigmatic nature of gravity.

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Key Details from the Research Researchers at the University of California, Irvine (led by Prof. Luis A. Jauregui and postdoctoral researcher Jinyu Liu) observed a novel quantum phase in HfTe₅ under extremely strong magnetic fields (up to 70 Teslas, achieved at facilities like Los Alamos National Laboratory). In this phase: - Electrons and positively charged "holes" spontaneously pair to form excitons. - Unusually, these excitons are in a spin-triplet state — meaning the electron and hole spins align in the same direction (parallel), which is unprecedented in known bulk quantum materials (previous excitonic insulators were spin-singlet, with opposite spins). This transition is marked by a sharp drop in electrical conductivity, indicating the formation of an insulating excitonic state. The phase is described as a fluid-like condensate of these aligned excitons, potentially glowing if macroscopic. Potential Applications The excitonic insulator phase shows strong resistance to radiation damage, making it promising for electronics in harsh environments like deep space (e.g., cosmic rays) or nuclear systems. It could enable radiation-hard, low-power, or self-charging quantum devices, though practical applications require reducing the needed magnetic field strength (current experiments use impractical ultra-high fields). Source of the Claim The post appears to paraphrase press releases and articles from July–September 2025 (e.g., UC Irvine news, Phys.org, ScienceDaily, SciTechDaily). The primary paper is: "Possible Spin-Triplet Excitonic Insulator in the Ultraquantum Limit of HfTe5" by Jinyu Liu et al., published in Physical Review Letters (2025).

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Equivariant Denoisers for Plug and Play Image Restoration https://lnkd.in/e5ygx9GA One key ingredient of image restoration is to define a realistic prior on clean images to complete the missing information in the observation. State-of-the-art restoration methods rely on a neural network to encode this prior. Typical image distributions are invariant to some set of transformations, such as rotations or flips. However, most deep architectures are not designed to represent an invariant image distribution. Recent works have proposed to overcome this difficulty by including equivariance properties within a Plug-and-Play paradigm. In this work, we propose two unified frameworks named Equivariant Regularization by Denoising (ERED) and Equivariant Plug-and-Play (EPnP) based on equivariant denoisers and stochastic optimization. We analyze the convergence of the proposed algorithms and discuss their practical benefit. --- Newsletter https://lnkd.in/emCkRuA More story https://lnkd.in/eMFcEekQ LinkedIn https://lnkd.in/ehrfPYQ6 #AINewsClips #AI #ML #ArtificialIntelligence #MachineLearning #ComputerVision

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If you hold space for the likelihood that opportunities for action existing between "us" hold coherence primarily at the quantum level, what becomes obvious is the computational explosion that's going to overwhelm those with affordances to act. This is likely why talking about "governance" as some top down design intervention never works out. The intersubjectivity theorem gives a principled way to scale affordance awareness without exponential computation. You don’t need to simulate every possible interaction; you need consensus-consistent probability distributions across agents, which can guide adaptive negotiation, decision-making, and exploration of tradespaces. Intersubjectivity and value reproducibility of outcomes of quantum measurements https://lnkd.in/enNcqc48

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