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	<title>Robotics &amp; vision systems | Axiotech Technical Library - Axiotech Automation Ltd</title>
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	<description>TwinCAT, industrial automation, OEM machine engineering, Autodesk Inventor development, AI and GAMP 5-aligned validation support.</description>
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		<title>HPC and AI for Robotics and Vision Systems</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/robotics-vision-systems-hpc-ai/</link>
		
		<dc:creator><![CDATA[axiomatrix]]></dc:creator>
		<pubDate>Sat, 29 Aug 2026 10:24:52 +0000</pubDate>
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					<description><![CDATA[Perception for machines that move: inspection, pick-point models, robot-cell simulation and low-latency serving beside the line.]]></description>
										<content:encoded><![CDATA[<p>Robotics divides naturally between compute-heavy offline work—dataset curation, simulation and training—and latency-bounded online perception. Hyperion can host both, but production deployment must keep deterministic control and safety on appropriate controllers. X1260 AxiForge supplies two 96GB GPUs for training, simulation and synthetic-data generation. X1250 AxiOverseer supplies two 48GB…</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/robotics-vision-systems-hpc-ai/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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		<title>Application Note: Robot Perception Training, Digital Twin and Deployment</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/application-note-robot-perception-digital-twin-deployment/</link>
		
		<dc:creator><![CDATA[axiomatrix]]></dc:creator>
		<pubDate>Sat, 29 Aug 2026 10:24:52 +0000</pubDate>
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					<description><![CDATA[A closed-loop workflow from calibrated data and simulation through GPU training to bounded, low-latency perception beside the robot cell.]]></description>
										<content:encoded><![CDATA[<p>This design trains pose, segmentation or inspection models on AxiForge, validates them against a digital twin and production captures, then serves them on AxiOverseer while AxiGovernor supports controls integration. Version images, depth/point clouds, annotations, camera intrinsics/extrinsics, robot/tool frames, product CAD and lighting state. Keep train/validation/test splits independent by…</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/application-note-robot-perception-digital-twin-deployment/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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		<title>Product Use Brief: Hyperion X1260 AxiForge</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x1260-axiforge/</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-x1260-axiforge/</guid>

					<description><![CDATA[A professional two-GPU training, visualisation and applied-research server for larger datasets and models.]]></description>
										<content:encoded><![CDATA[<p>A professional two-GPU training, visualisation and applied-research server for larger datasets and models. 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-x1260-axiforge/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
			</item>
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		<title>Product Use Brief: Hyperion X1150-C AxiGovernor</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x1150c-axigovernor/</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-x1150c-axigovernor/</guid>

					<description><![CDATA[A controls-engineering and virtual-commissioning platform for TwinCAT, PLC, motion, simulation and private engineering AI.]]></description>
										<content:encoded><![CDATA[<p>A controls-engineering and virtual-commissioning platform for TwinCAT, PLC, motion, simulation and private engineering AI. 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.</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x1150c-axigovernor/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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		<title>Product Use Brief: Hyperion X1250 AxiOverseer</title>
		<link>https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x1250-axioverseer/</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-x1250-axioverseer/</guid>

					<description><![CDATA[A production-intelligence node for machine vision, telemetry, predictive maintenance and low-latency factory AI.]]></description>
										<content:encoded><![CDATA[<p>A production-intelligence node for machine vision, telemetry, predictive maintenance and low-latency factory AI. 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.</p>
<p><a href="https://axiotech.co.uk/hyperion-technical-library/article/product-use-brief-hyperion-x1250-axioverseer/" rel="nofollow">Source</a></p>]]></content:encoded>
					
		
		
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