Simple

AI assistant tackles cosmology's trickiest math ⚡ экспресс

Original: "LLMs with in-context learning for Algorithmic Theoretical Physics"
· Anamaria Hell, Leander Thiele
A neural net with a math engine solves equations to put new theories of gravity to the test.
Abstract

Scientists paired a language model with a computer algebra system to automate complex physics calculations. It's like handing a smart assistant a powerful calculator: show it a few examples, and it handles most of the work. Could routine number-crunching soon be just a flick of a switch?

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The Universe's expansion is accelerating, and maybe gravity doesn't work the way we think. Physicists come up with alternative theories, but to test them, they need to calculate how ripples after the Big Bang grew into galaxies. Such calculations involve long equations with hundreds of terms, where it's easy to get lost. Georges Lemaître and Edwin Hubble laid the groundwork, but now a machine takes over the grunt work.

The neural network Claude, hooked up to the math package Maple, works like a robot chef: you give it a recipe (the initial theory), it measures out ingredients (simplifies formulas), mixes them (substitutes expressions), and bakes up predictions. The physicist just has to taste-test the result—compare it with observations. On the problem of cosmic perturbations, after a couple of examples, the AI handled most new cases, but sometimes slipped up—flipping signs or dropping terms.

The neural net doesn't make mistakes like a machine—it's consistent in its errors, almost as if it has its own style of thinking.

Such an assistant could speed up the hunt for the secrets of dark energy many times over—or even show how the expansion can happen without it. For now, human oversight is still essential, but it's clear: the future of cosmology demands a symbiosis of living and machine intelligence.

🎯 The first calculations of cosmic ripples were done with pencil and paper. One arithmetic slip, and a discovery could be delayed by a decade.

Scientists
Alan GuthAndrei LindeGeorges LemaîtreJames PeeblesAdam RiessBrian Schmidt
Tags
expansion of the universe big bang dark energy galaxy spacetime curvature
Laws
Friedmann equationsHubble's lawEinstein field equationsPlanck's lawequivalence principlevirial theorem
Original: arXiv:2605.08212 · CC BY 4.0 · bridge42worlds