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	<id>https://www.ooda.wiki/index.php?action=history&amp;feed=atom&amp;title=System_Maneuverability_Score</id>
	<title>System Maneuverability Score - Revision history</title>
	<link rel="self" type="application/atom+xml" href="https://www.ooda.wiki/index.php?action=history&amp;feed=atom&amp;title=System_Maneuverability_Score"/>
	<link rel="alternate" type="text/html" href="https://www.ooda.wiki/index.php?title=System_Maneuverability_Score&amp;action=history"/>
	<updated>2026-04-25T14:47:39Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
	<generator>MediaWiki 1.43.1</generator>
	<entry>
		<id>https://www.ooda.wiki/index.php?title=System_Maneuverability_Score&amp;diff=612&amp;oldid=prev</id>
		<title>AdminIsidore at 20:25, 10 August 2025</title>
		<link rel="alternate" type="text/html" href="https://www.ooda.wiki/index.php?title=System_Maneuverability_Score&amp;diff=612&amp;oldid=prev"/>
		<updated>2025-08-10T20:25:06Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;col class=&quot;diff-marker&quot; /&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 20:25, 10 August 2025&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot;&gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The &#039;&#039;&#039;System &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Maneverability &lt;/del&gt;(SM) Score&#039;&#039;&#039; is a real-time, composite metric that quantifies the available computational capacity of a hardware node within the AetherOS ecosystem. It functions as the &quot;supply&quot; side of the [[Agentic Maneuverability Score]] equation, providing a single integer from 0 (no capacity) to 100 (idle capacity) that represents the system&#039;s readiness to take on new work.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The &#039;&#039;&#039;System &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Maneuverability &lt;/ins&gt;(SM) Score&#039;&#039;&#039; is a real-time, composite metric that quantifies the available computational capacity of a hardware node within the AetherOS ecosystem. It functions as the &quot;supply&quot; side of the [[Agentic Maneuverability Score]] equation, providing a single integer from 0 (no capacity) to 100 (idle capacity) that represents the system&#039;s readiness to take on new work.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;In the language of [[Energy–maneuverability theory|Energy-Maneuverability Theory]], the SM Score is analogous to an aircraft&amp;#039;s &amp;#039;&amp;#039;&amp;#039;Specific Excess Power (P_s)&amp;#039;&amp;#039;&amp;#039; at a given moment. It is not a measure of the system&amp;#039;s total potential power, but its &amp;#039;&amp;#039;immediate, usable power&amp;#039;&amp;#039; to perform a &amp;quot;maneuver&amp;quot;—such as loading a large AI model or executing a complex task.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;In the language of [[Energy–maneuverability theory|Energy-Maneuverability Theory]], the SM Score is analogous to an aircraft&amp;#039;s &amp;#039;&amp;#039;&amp;#039;Specific Excess Power (P_s)&amp;#039;&amp;#039;&amp;#039; at a given moment. It is not a measure of the system&amp;#039;s total potential power, but its &amp;#039;&amp;#039;immediate, usable power&amp;#039;&amp;#039; to perform a &amp;quot;maneuver&amp;quot;—such as loading a large AI model or executing a complex task.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

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		<author><name>AdminIsidore</name></author>
	</entry>
	<entry>
		<id>https://www.ooda.wiki/index.php?title=System_Maneuverability_Score&amp;diff=77&amp;oldid=prev</id>
		<title>AdminIsidore at 19:52, 8 August 2025</title>
		<link rel="alternate" type="text/html" href="https://www.ooda.wiki/index.php?title=System_Maneuverability_Score&amp;diff=77&amp;oldid=prev"/>
		<updated>2025-08-08T19:52:58Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 19:52, 8 August 2025&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot;&gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The &#039;&#039;&#039;System &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Maneuverability &lt;/del&gt;(SM) Score&#039;&#039;&#039; is a real-time, composite metric that &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;represents &lt;/del&gt;the available computational capacity of a hardware &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;system&lt;/del&gt;. It functions as the &quot;supply&quot; side of the [[Agentic Maneuverability Score]] equation, providing a single integer from 0 (no capacity) to 100 (&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;nominal/&lt;/del&gt;idle capacity) that &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;quantifies &lt;/del&gt;the system&#039;s &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;ability &lt;/del&gt;to take on new &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;computational loads&lt;/del&gt;.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The &#039;&#039;&#039;System &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Maneverability &lt;/ins&gt;(SM) Score&#039;&#039;&#039; is a real-time, composite metric that &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;quantifies &lt;/ins&gt;the available computational capacity of a hardware &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;node within the AetherOS ecosystem&lt;/ins&gt;. It functions as the &quot;supply&quot; side of the [[Agentic Maneuverability Score]] equation, providing a single integer from 0 (no capacity) to 100 (idle capacity) that &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;represents &lt;/ins&gt;the system&#039;s &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;readiness &lt;/ins&gt;to take on new &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;work&lt;/ins&gt;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The score is &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;calculated by &lt;/del&gt;a &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;sensor script that continuously observes system&lt;/del&gt;-&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;level metrics and subtracts &lt;/del&gt;&quot;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;penalty points&lt;/del&gt;&quot; &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;from &lt;/del&gt;a &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;perfect score of 100&lt;/del&gt;.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;In the language of [[Energy–maneuverability theory|Energy-Maneuverability Theory]], the SM Score is analogous to an aircraft&#039;s &#039;&#039;&#039;Specific Excess Power (P_s)&#039;&#039;&#039; at a given moment. It is not a measure of the system&#039;s total potential power, but its &#039;&#039;immediate, usable power&#039;&#039; to perform a &quot;maneuver&quot;—such as loading a large AI model or executing a complex task.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;== Core Philosophy: The Guardian&#039;s &quot;Health&quot; ==&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;SM Score is the technical implementation of an agent&#039;s physical embodiment and health. For a [[boyd_aether_os.py|Guardian]] agent, a high SM &lt;/ins&gt;score &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;indicates it &lt;/ins&gt;is &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;undamaged, has ample fuel, and is in &lt;/ins&gt;a &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;position of tactical advantage. A low score indicates it is &quot;bleeding energy&quot;—perhaps due to thermal stress (&quot;overheating&quot;), memory pressure (&quot;high G&lt;/ins&gt;-&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;loading&quot;), or I/O bottlenecks (&lt;/ins&gt;&quot;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;control surface sluggishness&lt;/ins&gt;&quot;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;).&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;This score is what allows an agent to be truly embodied and self-aware. Before committing to &lt;/ins&gt;a &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;demanding action, the system first checks its own health, ensuring it has the physical capacity to execute the mission virtuously&lt;/ins&gt;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Technical Description ==&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Technical Description ==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The SM Score is calculated by the `get_sm_score.py` sensor script, which aggregates multiple sources of system stress into a unified set of penalties.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The SM Score is calculated by the `get_sm_score.py` sensor script, which aggregates multiple sources of system stress into a unified set of penalties &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;subtracted from a baseline of 100&lt;/ins&gt;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;=== Penalty Sources ===&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;=== Penalty Sources ===&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The total penalty is the sum of several weighted factors:&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The total penalty is the sum of several weighted factors&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;, each representing a form of &quot;energy bleed&quot; on the system&lt;/ins&gt;:&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &#039;&#039;&#039;CPU &amp;amp; GPU Utilization&#039;&#039;&#039;: The primary &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;drivers &lt;/del&gt;of &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;the score&lt;/del&gt;. High utilization &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;in either processor &lt;/del&gt;incurs a significant penalty&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;, weighted at 30% of the total score each&lt;/del&gt;.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &#039;&#039;&#039;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Processor Load (&lt;/ins&gt;CPU &amp;amp; GPU Utilization&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;)&lt;/ins&gt;&#039;&#039;&#039;: The primary &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;measure &lt;/ins&gt;of &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;ongoing work&lt;/ins&gt;. High utilization incurs a significant penalty.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &#039;&#039;&#039;Thermal &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;State&lt;/del&gt;&#039;&#039;&#039;: A penalty is applied if system temperatures exceed a warning threshold (70°C) and scales up to a maximum penalty at a critical threshold (95°C).&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &#039;&#039;&#039;Thermal &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Stress&lt;/ins&gt;&#039;&#039;&#039;: A penalty is applied if system temperatures exceed a warning threshold (70°C) and scales up to a maximum penalty at a critical threshold (95°C)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;, representing the risk of physical damage&lt;/ins&gt;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &#039;&#039;&#039;I/O Wait&#039;&#039;&#039;: High I/O wait times, where the CPU is idle waiting for disk operations, indicate a &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;storage &lt;/del&gt;bottleneck and &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;incur a penalty weighted at 20%&lt;/del&gt;.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &#039;&#039;&#039;I/O &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Bottleneck (&lt;/ins&gt;Wait &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Time)&lt;/ins&gt;&#039;&#039;&#039;: High I/O wait times, where the CPU is idle waiting for disk &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;or network &lt;/ins&gt;operations, indicate a &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;critical &lt;/ins&gt;bottleneck and &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;reduce maneuverability&lt;/ins&gt;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &#039;&#039;&#039;Memory Pressure&#039;&#039;&#039;: Penalties are applied if swap usage is high or if total RAM utilization exceeds 80%.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &#039;&#039;&#039;Memory Pressure&#039;&#039;&#039;: Penalties are applied if swap usage is high &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;(indicating physical RAM is exhausted) &lt;/ins&gt;or if total RAM utilization exceeds &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;a critical threshold (&lt;/ins&gt;80%&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;)&lt;/ins&gt;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &#039;&#039;&#039;Crash Detection&#039;&#039;&#039;: A large, immediate penalty is applied if the script detects evidence of a recent &quot;Out of Memory&quot; (OOM) crash in the system&#039;s kernel log (`dmesg`).&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* &#039;&#039;&#039;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;System Trauma (&lt;/ins&gt;Crash Detection&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;)&lt;/ins&gt;&#039;&#039;&#039;: A large, immediate penalty is applied if the script detects evidence of a recent &quot;Out of Memory&quot; (OOM) crash in the system&#039;s kernel log (`dmesg`)&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;. This represents lasting instability from a catastrophic failure&lt;/ins&gt;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;=== System Architecture ===&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;=== System Architecture ===&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The SM system &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;consists of several interoperating scripts:&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The SM &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;protocol is a decoupled, multi-component &lt;/ins&gt;system &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;designed for resilience and portability.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;# &#039;&#039;&#039;Sensor (`get_sm_score.py`)&#039;&#039;&#039;: The core Python script that observes system metrics and calculates the final score.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;# &#039;&#039;&#039;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;The &lt;/ins&gt;Sensor (`get_sm_score.py`)&#039;&#039;&#039;: The core Python script that observes &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;all &lt;/ins&gt;system metrics &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;via libraries like `psutil` &lt;/ins&gt;and calculates the final score.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;# &#039;&#039;&#039;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Logger &lt;/del&gt;(`log_sm_score.sh`)&#039;&#039;&#039;: A shell script, typically run as a cron job every minute, that executes the sensor.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;# &#039;&#039;&#039;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;The Scribe &lt;/ins&gt;(`log_sm_score.sh`)&#039;&#039;&#039;: A shell script, typically run as a cron job every minute, that executes the sensor&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;, logs the historical data, and calculates a 7-day rolling average&lt;/ins&gt;.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;# &#039;&#039;&#039;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Status File &lt;/del&gt;(`/tmp/sm_status.json`)&#039;&#039;&#039;: The &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;logger &lt;/del&gt;writes the output of the sensor (both the current score and &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;a 7-day &lt;/del&gt;rolling average) to this JSON file. This file acts as the canonical source of truth for any other process needing to know the system&#039;s status.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;# &#039;&#039;&#039;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;The Public Record &lt;/ins&gt;(`/tmp/sm_status.json`)&#039;&#039;&#039;: The &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Scribe &lt;/ins&gt;writes the output of the sensor (both the current score and &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;the &lt;/ins&gt;rolling average) to this &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;simple &lt;/ins&gt;JSON file. This file acts as the canonical&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;, decoupled &lt;/ins&gt;source of truth for any other process needing to know the system&#039;s status.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;# &#039;&#039;&#039;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Desktop HUD &lt;/del&gt;(`extension.js`)&#039;&#039;&#039;: A GNOME Shell extension that reads the &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;status file &lt;/del&gt;every 5 seconds to provide a persistent, at-a-glance display of the SM score on the &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;user&lt;/del&gt;&#039;s desktop.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;# &#039;&#039;&#039;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;The Cockpit Display &lt;/ins&gt;(`extension.js`)&#039;&#039;&#039;: A GNOME Shell extension that reads the &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;public record &lt;/ins&gt;every 5 seconds to provide a persistent, at-a-glance display of the SM score on the &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;operator&lt;/ins&gt;&#039;s desktop.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;{{AM_Navigation}}&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

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		<author><name>AdminIsidore</name></author>
	</entry>
	<entry>
		<id>https://www.ooda.wiki/index.php?title=System_Maneuverability_Score&amp;diff=8&amp;oldid=prev</id>
		<title>AdminIsidore: Created page with &quot;The &#039;&#039;&#039;System Maneuverability (SM) Score&#039;&#039;&#039; is a real-time, composite metric that represents the available computational capacity of a hardware system. It functions as the &quot;supply&quot; side of the Agentic Maneuverability Score equation, providing a single integer from 0 (no capacity) to 100 (nominal/idle capacity) that quantifies the system&#039;s ability to take on new computational loads.  The score is calculated by a sensor script that continuously observes system-level me...&quot;</title>
		<link rel="alternate" type="text/html" href="https://www.ooda.wiki/index.php?title=System_Maneuverability_Score&amp;diff=8&amp;oldid=prev"/>
		<updated>2025-08-08T17:54:51Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;The &amp;#039;&amp;#039;&amp;#039;System Maneuverability (SM) Score&amp;#039;&amp;#039;&amp;#039; is a real-time, composite metric that represents the available computational capacity of a hardware system. It functions as the &amp;quot;supply&amp;quot; side of the &lt;a href=&quot;/wiki/Agentic_Maneuverability_Score&quot; title=&quot;Agentic Maneuverability Score&quot;&gt;Agentic Maneuverability Score&lt;/a&gt; equation, providing a single integer from 0 (no capacity) to 100 (nominal/idle capacity) that quantifies the system&amp;#039;s ability to take on new computational loads.  The score is calculated by a sensor script that continuously observes system-level me...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;The &amp;#039;&amp;#039;&amp;#039;System Maneuverability (SM) Score&amp;#039;&amp;#039;&amp;#039; is a real-time, composite metric that represents the available computational capacity of a hardware system. It functions as the &amp;quot;supply&amp;quot; side of the [[Agentic Maneuverability Score]] equation, providing a single integer from 0 (no capacity) to 100 (nominal/idle capacity) that quantifies the system&amp;#039;s ability to take on new computational loads.&lt;br /&gt;
&lt;br /&gt;
The score is calculated by a sensor script that continuously observes system-level metrics and subtracts &amp;quot;penalty points&amp;quot; from a perfect score of 100.&lt;br /&gt;
&lt;br /&gt;
== Technical Description ==&lt;br /&gt;
The SM Score is calculated by the `get_sm_score.py` sensor script, which aggregates multiple sources of system stress into a unified set of penalties.&lt;br /&gt;
&lt;br /&gt;
=== Penalty Sources ===&lt;br /&gt;
The total penalty is the sum of several weighted factors:&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;CPU &amp;amp; GPU Utilization&amp;#039;&amp;#039;&amp;#039;: The primary drivers of the score. High utilization in either processor incurs a significant penalty, weighted at 30% of the total score each.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Thermal State&amp;#039;&amp;#039;&amp;#039;: A penalty is applied if system temperatures exceed a warning threshold (70°C) and scales up to a maximum penalty at a critical threshold (95°C).&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;I/O Wait&amp;#039;&amp;#039;&amp;#039;: High I/O wait times, where the CPU is idle waiting for disk operations, indicate a storage bottleneck and incur a penalty weighted at 20%.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Memory Pressure&amp;#039;&amp;#039;&amp;#039;: Penalties are applied if swap usage is high or if total RAM utilization exceeds 80%.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Crash Detection&amp;#039;&amp;#039;&amp;#039;: A large, immediate penalty is applied if the script detects evidence of a recent &amp;quot;Out of Memory&amp;quot; (OOM) crash in the system&amp;#039;s kernel log (`dmesg`).&lt;br /&gt;
&lt;br /&gt;
=== System Architecture ===&lt;br /&gt;
The SM system consists of several interoperating scripts:&lt;br /&gt;
# &amp;#039;&amp;#039;&amp;#039;Sensor (`get_sm_score.py`)&amp;#039;&amp;#039;&amp;#039;: The core Python script that observes system metrics and calculates the final score.&lt;br /&gt;
# &amp;#039;&amp;#039;&amp;#039;Logger (`log_sm_score.sh`)&amp;#039;&amp;#039;&amp;#039;: A shell script, typically run as a cron job every minute, that executes the sensor.&lt;br /&gt;
# &amp;#039;&amp;#039;&amp;#039;Status File (`/tmp/sm_status.json`)&amp;#039;&amp;#039;&amp;#039;: The logger writes the output of the sensor (both the current score and a 7-day rolling average) to this JSON file. This file acts as the canonical source of truth for any other process needing to know the system&amp;#039;s status.&lt;br /&gt;
# &amp;#039;&amp;#039;&amp;#039;Desktop HUD (`extension.js`)&amp;#039;&amp;#039;&amp;#039;: A GNOME Shell extension that reads the status file every 5 seconds to provide a persistent, at-a-glance display of the SM score on the user&amp;#039;s desktop.&lt;/div&gt;</summary>
		<author><name>AdminIsidore</name></author>
	</entry>
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