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	<title>topology &#8211; BIOENGINEER.ORG</title>
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		<title>Physicists Watch Predictability Emerge From the Heart of an Unpredictable System</title>
		<link>https://bioengineer.org/physicists-watch-predictability-emerge-from-the-heart-of-an-unpredictable-system/</link>
		
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		<pubDate>Thu, 08 Oct 2026 01:41:25 +0000</pubDate>
				<category><![CDATA[Chemistry]]></category>
		<category><![CDATA[cellular automata]]></category>
		<category><![CDATA[chaos]]></category>
		<category><![CDATA[determinism]]></category>
		<category><![CDATA[emergence]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[Nature Communications]]></category>
		<category><![CDATA[predictability]]></category>
		<category><![CDATA[self-organization]]></category>
		<category><![CDATA[spatial patterns]]></category>
		<category><![CDATA[topology]]></category>
		<category><![CDATA[vortices]]></category>
		<category><![CDATA[winding field]]></category>
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					<description><![CDATA[University of Illinois physicists have built a fully deterministic, nonchaotic cellular automaton whose final state is initially unpredictable even to machine learning, yet whose dynamics generate topological structures that gradually make its fate reliably predictable.]]></description>
		
		
		
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