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	<title>Gamer24H | Marcus Baker | Activity</title>
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				<title>Marcus Baker replied to the topic Esports Hardware, Latency &#038; Audio in the forum Members</title>
				<link>https://gamer24h.com/forum/topic/heuristic-machine-learning-aimbot-detection-mouse-trajectory-and-biometrics-competitive-benchmark-analysis-and-hardware-interactions/</link>
				<pubDate>Thu, 22 Oct 2026 09:20:53 +0000</pubDate>

									<content:encoded><![CDATA[<p>Followed the advice, framedrops stopped after changing that BIOS setting, thanks guys! I had been tearing my hair out over the stuttering during competitive matches, thinking it was the new telemetry driver, but turning off the power state C-states &hellip;</p>
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				<title>Marcus Baker replied to the topic Sim Racing &#038; Driving Mechanics in the forum Members</title>
				<link>https://gamer24h.com/forum/topic/hardware-hwid-banning-and-spoofing-mechanics-nic-ssd-serial-and-motherboard-uuid-fundamental-mechanics-and-deep-mathematical-modeling/</link>
				<pubDate>Sun, 18 Oct 2026 20:41:24 +0000</pubDate>

									<content:encoded><![CDATA[<p>Here&#8217;s how these hardware identifiers actually get ingested into anti-cheat fingerprinting pipelines.<br />
The NIC MAC address, SSD serial, and motherboard UUID are each read via OS-level APIs (WMI `Win32_N?<br />
  &#8220;i7-14700K | RTX 4070 Ti Super | 32GB&hellip;</p>
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				<title>Marcus Baker started the topic Heuristic Machine Learning Aimbot Detection: Mouse Trajectory and Biometrics: Competitive Benchmark Analysis and Hardware Interactions in the forum Esports Hardware, Latency &#038; Audio</title>
				<link>https://gamer24h.com/forum/topic/heuristic-machine-learning-aimbot-detection-mouse-trajectory-and-biometrics-competitive-benchmark-analysis-and-hardware-interactions/</link>
				<pubDate>Fri, 16 Oct 2026 03:05:55 +0000</pubDate>

									<content:encoded><![CDATA[<p>We&#8217;ve been running our detection pipeline on mouse curvature (delta-angle between consecutive samples) and inter-sample jitter histograms, but I&#8217;m hitting a wall separating legit micro-corrections from heuristic cheats. The real problem &hellip;</p>
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