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	<title>Analytics &amp; mathematical computing | Axiotech Technical Library - Axiotech Automation Ltd</title>
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		<title>Analytics and Mathematical Computing on Hyperion</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/analytics-mathematical-computing/</link>
		
		<dc:creator><![CDATA[axiomatrix]]></dc:creator>
		<pubDate>Sat, 29 Aug 2026 10:24:52 +0000</pubDate>
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					<description><![CDATA[MATLAB, R, Julia and Python at 96–128 cores, whole datasets in memory, and Monte Carlo or optimisation runs that finish over lunch instead of overnight.]]></description>
										<content:encoded><![CDATA[<p>Mathematical computing often scales through a mixture of vectorised libraries, thread parallelism, independent scenarios and distributed workers. The correct layer depends on algorithm, memory access and software licensing; more workers can increase serialisation and data-copy cost. X1140-C AxiKeystone is the memory-rich 128-core platform for large tables, sparse matrices…</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/analytics-mathematical-computing/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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		<title>Application Note: Monte Carlo and Optimisation with CPU, MPI and GPU Execution</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/application-note-monte-carlo-optimisation-mpi-gpu/</link>
		
		<dc:creator><![CDATA[axiomatrix]]></dc:creator>
		<pubDate>Sat, 29 Aug 2026 10:24:52 +0000</pubDate>
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					<description><![CDATA[Choose threads, processes, MPI or CUDA by algorithm; preserve random streams and report efficiency, uncertainty and completed scenarios.]]></description>
										<content:encoded><![CDATA[<p>Monte Carlo is often embarrassingly parallel, while optimisation may mix independent candidates with coupled linear algebra. This note selects the simplest efficient execution layer and keeps stochastic evidence reproducible. Implement a small deterministic or fixed-seed reference and verify statistical outputs, confidence intervals and constraints. Assign non-overlapping seed streams by…</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/application-note-monte-carlo-optimisation-mpi-gpu/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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		<title>Product Use Brief: Hyperion X1140 AxiFoundry</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x1140-axifoundry/</link>
		
		<dc:creator><![CDATA[axiomatrix]]></dc:creator>
		<pubDate>Sat, 29 Aug 2026 10:24:52 +0000</pubDate>
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					<description><![CDATA[A professional development and proof-of-concept node for CUDA, AI, data science and software engineering.]]></description>
										<content:encoded><![CDATA[<p>A professional development and proof-of-concept node for CUDA, AI, data science and software engineering. This brief explains where the baseline fits, the software and operating model it supports, and the evidence Axiotech should use to validate a final configuration. Indicative specifications remain subject to component availability, export compliance and formal quotation. One 4U node…</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x1140-axifoundry/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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		<title>Product Use Brief: Hyperion X1140-C AxiKeystone</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x1140c-axikeystone/</link>
		
		<dc:creator><![CDATA[axiomatrix]]></dc:creator>
		<pubDate>Sat, 29 Aug 2026 10:24:52 +0000</pubDate>
				<guid isPermaLink="false">https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x1140c-axikeystone/</guid>

					<description><![CDATA[A CPU- and memory-led HPC platform for simulation, genomics, analytics, compilation and workloads with large in-memory working sets.]]></description>
										<content:encoded><![CDATA[<p>A CPU- and memory-led HPC platform for simulation, genomics, analytics, compilation and workloads with large in-memory working sets. This brief explains where the baseline fits, the software and operating model it supports, and the evidence Axiotech should use to validate a final configuration. Indicative specifications remain subject to component availability, export compliance and formal…</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x1140c-axikeystone/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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		<title>Product Use Brief: Hyperion X2160 AxiVector</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x2160-axivector/</link>
		
		<dc:creator><![CDATA[axiomatrix]]></dc:creator>
		<pubDate>Sat, 29 Aug 2026 10:24:52 +0000</pubDate>
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					<description><![CDATA[A tightly coupled two-node simulation and mathematical-computing platform for MPI, CFD, FEA and optimisation.]]></description>
										<content:encoded><![CDATA[<p>A tightly coupled two-node simulation and mathematical-computing platform for MPI, CFD, FEA and optimisation. This brief explains where the baseline fits, the software and operating model it supports, and the evidence Axiotech should use to validate a final configuration. Indicative specifications remain subject to component availability, export compliance and formal quotation. Two 4U nodes…</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x2160-axivector/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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