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Space.Fan — Go Beyond
ApJ · 3 DAYS AGO
UniverseMODEL

A New AI Tool Predicts the Early Universe 1 Million Times Faster

By Space.Fan Editorial Desk

Scientists created a super-fast computer program to map how the first X-rays from stars warmed up space billions of years ago.

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The Drop

When the very first s turned on, they released X-rays that changed the gas filling the universe. Scientists want to study this time, called the Epoch of Reionization, by looking at a specific signal called the 21 cm line. This signal acts like a footprint, showing how the gas heated up and changed over time. The problem is that guessing what happened requires running billions of complex calculations, which takes way too long even for powerful computers. To solve this, researchers built a new smart computer program, or model, that uses machine learning to do the work instead. By combining two different types of smart code known as neural networks, the team taught the computer to recognize patterns in how X-rays act. The new tool is incredibly fast, cutting down the time needed for these predictions by a factor of one million. It can guess the outcomes of complicated space physics with 99.93% accuracy, making it much easier to explore the history of our early universe.
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Why It Matters

This new tool is a game changer for studying the baby universe. Because it works so quickly, scientists can now test millions of different scenarios for how the first s might have behaved without waiting years for results. This helps them narrow down exactly how the earliest light shaped the cosmic gas that eventually formed galaxies.
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The Catch

While the tool is very accurate, it is still just a model based on computer simulations. It only works as well as the information it was trained on, so it might not predict things that are totally different from the physics currently included in the software.

Put That in Perspective

In the past, studying the early universe meant waiting for huge supercomputers to finish long tasks. Now that this program can simulate these events in a flash, researchers can move much faster to compare their predictions with data coming from actual radio telescopes.

Source September 30, 2026
ApJ

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