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AI Bridge Between Cosmos and Particles ⚡ экспресс

Original: "ArgoLOOM: agentic AI for fundamental physics from quarks to cosmos"
arXiv:2510.02426 · 2025-10-02 · CC BY 4.0 · ⏱ 1 min · HEP Phenomenology Cosmology Nuclear Theory
A new AI tool unites three disparate fields of physics to jointly search for nature's hidden laws.
Abstract

Modern physics is weighed down by a jumble of disconnected computational tools that rarely talk to each other. The new ArgoLOOM system introduces AI agents that can merge the methodologies of cosmology, collider physics, and nuclear science. Imagine an orchestra where each instrument plays its own part, and an AI conductor weaves them into a symphony — that’s how it builds a unified pipeline for hunting fundamental particles and forces. Early tests on simple tasks confirm that this approach can scale up and supercharge interdisciplinary discoveries.

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For centuries, three branches of physics—cosmology, particle physics, and nuclear physics—worked like isolated shores. On one, scientists unravel star clusters and the birth of the universe; on another, they test the fundamental rules of the micro-world; on the third, they study the atomic nucleus. Each has its own language and methods. ArgoLOOM is an AI algorithm that builds a bridge between these shores, merging their computational models. Now data from telescopes, colliders, and nuclear facilities flow into a single stream, and the program itself finds unexpected connections.

In one test, ArgoLOOM noticed that the distribution of invisible mass in galaxies mirrors the patterns of forces that glue protons together from within—as if the macro- and micro-worlds reflect each other. Physicists couldn't spot such kinship before because they spoke different dialects.

The bridge is already operational, and each day it paves the way to new laws of nature that previously drowned in fragmented data.

🎯 Long before ChatGPT, computing pioneer [scientist:John von Neumann]John von Neumann[/scientist] dreamed of helper algorithms for the most complex calculations in physics.

🎬 Like the universal translator from Star Trek, but for the languages of quantum fields and galaxies.

Scientists
Alan GuthAndrei LindeGeorges LemaîtreJames PeeblesAdam RiessBrian Schmidt
Tags
Standard Model dark matter big bang galaxy
Laws
Friedmann equationsHubble's lawgravitational lensingNoether's theoremEinstein field equationsPlanck's law
Original: arXiv:2510.02426 · CC BY 4.0 · bridge42worlds