Covariant analysis of curvature perturbations from first-order phase transitions reveals gauge-dependent overestimation of primordial black holes and gravitational waves in prior non-covariant calculations, leading to strong suppression of both signals.
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PetroGraph is a multi-agent LLM system that automates reservoir history matching and reduces mismatch by 95% on SPE1, 69% on SPE9, and 13% on the Norne field model.
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Curvature Perturbations from First-Order Phase Transitions: Implications to Black Holes and Gravitational Waves
Covariant analysis of curvature perturbations from first-order phase transitions reveals gauge-dependent overestimation of primordial black holes and gravitational waves in prior non-covariant calculations, leading to strong suppression of both signals.
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Multi-Agentic Approach for History Matching of Oil Reservoirs
PetroGraph is a multi-agent LLM system that automates reservoir history matching and reduces mismatch by 95% on SPE1, 69% on SPE9, and 13% on the Norne field model.