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	<id>https://www.ooda.wiki/index.php?action=history&amp;feed=atom&amp;title=Agentic_Maneuverability_Score</id>
	<title>Agentic Maneuverability Score - Revision history</title>
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	<updated>2026-04-08T19:13:23Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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	<entry>
		<id>https://www.ooda.wiki/index.php?title=Agentic_Maneuverability_Score&amp;diff=563&amp;oldid=prev</id>
		<title>AdminIsidore at 03:06, 9 August 2025</title>
		<link rel="alternate" type="text/html" href="https://www.ooda.wiki/index.php?title=Agentic_Maneuverability_Score&amp;diff=563&amp;oldid=prev"/>
		<updated>2025-08-09T03:06:16Z</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;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 03:06, 9 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;Agentic Maneuverability (AM) Score&#039;&#039;&#039; is a protocol for cognitive resource allocation within &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;the &lt;/del&gt;AetherOS &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;ecosystem&lt;/del&gt;. Its primary function is to determine the &quot;virtuousness&quot; of deploying a specific AI agent for a specific task, given the real-time state of the system&#039;s available resources.&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;Agentic Maneuverability (AM) Score&#039;&#039;&#039; is a protocol for cognitive resource allocation within &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[[&lt;/ins&gt;AetherOS&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;]]&lt;/ins&gt;. Its primary function is to determine the &quot;virtuousness&quot; of deploying a specific AI agent for a specific task, given the real-time state of the system&#039;s available resources.&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;The score is the output of a calculation that treats the agent, the task, and the system not as abstract software entities, but as components in a single cyber-physical system. It grounds abstract computational requests in the concrete realities of supply and demand, drawing direct inspiration from the principles of [[Energy–maneuverability theory|Energy-Maneuverability Theory]].&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;The score is the output of a calculation that treats the agent, the task, and the system not as abstract software entities, but as components in a single cyber-physical system. It grounds abstract computational requests in the concrete realities of supply and demand, drawing direct inspiration from the principles of [[Energy–maneuverability theory|Energy-Maneuverability Theory]].&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

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		<author><name>AdminIsidore</name></author>
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	<entry>
		<id>https://www.ooda.wiki/index.php?title=Agentic_Maneuverability_Score&amp;diff=67&amp;oldid=prev</id>
		<title>AdminIsidore at 19:51, 8 August 2025</title>
		<link rel="alternate" type="text/html" href="https://www.ooda.wiki/index.php?title=Agentic_Maneuverability_Score&amp;diff=67&amp;oldid=prev"/>
		<updated>2025-08-08T19:51:19Z</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;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 19:51, 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;&#039;&#039;&#039;Agentic Maneuverability (AM)&#039;&#039;&#039; is a protocol for &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;decision-making in an AI &lt;/del&gt;ecosystem. Its primary function is to determine the &quot;virtuousness&quot; of deploying a specific AI agent for a specific task, given the &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;current &lt;/del&gt;state of the system&#039;s available resources.&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;The &lt;/ins&gt;&#039;&#039;&#039;Agentic Maneuverability (AM) &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Score&lt;/ins&gt;&#039;&#039;&#039; is a protocol for &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;cognitive resource allocation within the AetherOS &lt;/ins&gt;ecosystem. Its primary function is to determine the &quot;virtuousness&quot; of deploying a specific AI agent for a specific task, given the &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;real-time &lt;/ins&gt;state of the system&#039;s available resources.&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 the output of a calculation that treats the agent, the task, and the system as components in a single physical system&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;, grounding &lt;/del&gt;abstract &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;software &lt;/del&gt;requests in the concrete realities of &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;computational &lt;/del&gt;supply and demand.&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 score is the output of a calculation that treats the agent, the task, and the system &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;not as abstract software entities, but &lt;/ins&gt;as components in a single &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;cyber-&lt;/ins&gt;physical system&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;. It grounds &lt;/ins&gt;abstract &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;computational &lt;/ins&gt;requests in the concrete realities of supply and demand&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;, drawing direct inspiration from the principles of [[Energy–maneuverability theory|Energy-Maneuverability Theory]].&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 Battlecruiser and the F-16 ==&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;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;The AM Score is not a measure of whether a model is &quot;good&quot; or &quot;bad.&quot; It is a measure of &#039;&#039;&#039;appropriateness&#039;&#039;&#039;. A battlecruiser is not a failed F-16; it is a different class of vessel with a different set of capabilities and resource requirements.&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;The AM protocol is designed to prevent the misuse of agents by ensuring the system only commits to actions that are &#039;&#039;&#039;virtuous&#039;&#039;&#039;. A virtuous action is one where the capabilities of the agent are well-matched to the demands of the task, and the capacity of the system is sufficient to support the effort without compromising its own integrity&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;== The OODA Loop Framework ==&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;== The OODA Loop Framework ==&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 AM Score protocol is &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;an &lt;/del&gt;implementation of the &#039;&#039;&#039;[[OODA Loop]]&#039;&#039;&#039; &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;(Observe, Orient, Decide, Act)&lt;/del&gt;, a strategic framework for rational decision-making &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;under pressure&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 AM Score protocol is &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;a direct &lt;/ins&gt;implementation of the &#039;&#039;&#039;[[OODA Loop]]&#039;&#039;&#039;, a strategic framework for rational decision-making &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;in dynamic environments&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;Observe&#039;&#039;&#039;: The system gathers real-time data on &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;the &lt;/del&gt;&#039;&#039;&#039;[[System Maneuverability Score]]&#039;&#039;&#039; (&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;the &lt;/del&gt;available computational &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;resources), the intrinsic characteristics &lt;/del&gt;of the &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;selected &lt;/del&gt;&#039;&#039;&#039;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;AI &lt;/del&gt;Agent&#039;&#039;&#039;, &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;and &lt;/del&gt;the &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;demands of the proposed &lt;/del&gt;&#039;&#039;&#039;Task&#039;&#039;&#039;.&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;Observe&#039;&#039;&#039;: The system gathers real-time data on &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;three components:&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;Orient&#039;&#039;&#039;: The system applies the Universal Agentic Maneuverability Equation to synthesize the observed data into a single, coherent metric: the Task Load.&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;** The &lt;/ins&gt;&#039;&#039;&#039;[[System Maneuverability Score]]&#039;&#039;&#039; (&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Y): The &lt;/ins&gt;available computational &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;and energy capacity &lt;/ins&gt;of the &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;host 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;Decide&#039;&#039;&#039;: The final Virtuousness Score (System Maneuverability / Task Load) provides the basis for a clear, threshold-based decision.&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;** The &lt;/ins&gt;&#039;&#039;&#039;Agent&#039;&#039;&#039; &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;(Z): The intrinsic characteristics of the selected AI model&lt;/ins&gt;, &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;drawn from &lt;/ins&gt;the &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[[Agentic Maneuverability Almanac]].&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;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;** The &lt;/ins&gt;&#039;&#039;&#039;Task&#039;&#039;&#039; &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;(X): The projected demands of the proposed mission, drawn from a registry of task profiles&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;* &#039;&#039;&#039;Orient&#039;&#039;&#039;: The system applies the Universal Agentic Maneuverability Equation to synthesize the observed data into a single, coherent metric: the &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&#039;&#039;&#039;&lt;/ins&gt;Task Load&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&#039;&#039;&#039;. This orients the system by providing a unified understanding of the mission&#039;s cost&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;* &#039;&#039;&#039;Decide&#039;&#039;&#039;: The final &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&#039;&#039;&#039;&lt;/ins&gt;Virtuousness Score&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&#039;&#039;&#039; &lt;/ins&gt;(System Maneuverability / Task Load) provides the basis for a clear, threshold-based decision.&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;div&gt;* &amp;#039;&amp;#039;&amp;#039;Act&amp;#039;&amp;#039;&amp;#039;: A user or automated system acts on the decision, proceeding with the mission only if the action is deemed virtuous (i.e., the score is sufficiently high).&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;* &amp;#039;&amp;#039;&amp;#039;Act&amp;#039;&amp;#039;&amp;#039;: A user or automated system acts on the decision, proceeding with the mission only if the action is deemed virtuous (i.e., the score is sufficiently high).&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 core of the protocol is the &#039;&#039;&#039;Universal AM Equation&#039;&#039;&#039;, which calculates a projected &#039;&#039;&#039;Task Load&#039;&#039;&#039;—a &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;measure of &lt;/del&gt;the stress a given mission will place on the system.&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 core of the protocol is the &#039;&#039;&#039;Universal AM Equation&#039;&#039;&#039;, which calculates a projected &#039;&#039;&#039;Task Load&#039;&#039;&#039;—a &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;dimensionless quantity representing &lt;/ins&gt;the &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;holistic &lt;/ins&gt;stress a given mission will place on the system.&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;=== Equation v2 ===&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;=== Equation v2 ===&lt;/div&gt;&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-l20&quot;&gt;Line 20:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 28:&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;Where:&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;Where:&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;P&#039;&#039;&#039; is the size of the agent&#039;s underlying model in &#039;&#039;&#039;billions of parameters&#039;&#039;&#039;.&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;P&#039;&#039;&#039; is the size of the agent&#039;s underlying model in &#039;&#039;&#039;billions of parameters&#039;&#039;&#039;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;. This represents the agent&#039;s &quot;cognitive mass&quot; or inertia&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;W_p&#039;&#039;&#039; is the &#039;&#039;&#039;Parameter Weight&#039;&#039;&#039;, a tunable constant that scales the influence of model size.&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;W_p&#039;&#039;&#039; is the &#039;&#039;&#039;Parameter Weight&#039;&#039;&#039;, a tunable constant &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;of the ecosystem &lt;/ins&gt;that scales the influence of model size.&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;T_o&#039;&#039;&#039; is the &#039;&#039;&#039;Expected Output Tokens&#039;&#039;&#039;, representing the anticipated &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;length &lt;/del&gt;of the &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;agent&#039;s response&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;T_o&#039;&#039;&#039; is the &#039;&#039;&#039;Expected Output Tokens&#039;&#039;&#039;, representing the anticipated &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;volume &lt;/ins&gt;of &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;cognitive work required by &lt;/ins&gt;the &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;task&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;W_t&#039;&#039;&#039; is the &#039;&#039;&#039;Token Weight&#039;&#039;&#039;, a constant scaling the cost of generating &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;tokens&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;W_t&#039;&#039;&#039; is the &#039;&#039;&#039;Token Weight&#039;&#039;&#039;, a constant scaling the cost of generating &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;each unit of output&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;F_c&#039;&#039;&#039; is the &#039;&#039;&#039;Cognitive Load Factor&#039;&#039;&#039;, a multiplier derived from a qualitative assessment of the task&#039;s &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;cognitive demands &lt;/del&gt;(e.g., &quot;low&quot;, &quot;medium&quot;, &quot;high&quot;).&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;F_c&#039;&#039;&#039; is the &#039;&#039;&#039;Cognitive Load Factor&#039;&#039;&#039;, a multiplier derived from a qualitative assessment of the task&#039;s &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;intrinsic difficulty &lt;/ins&gt;(e.g., &quot;low&quot;, &quot;medium&quot;, &quot;high&quot;).&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;V_c&#039;&#039;&#039; is the agent&#039;s &#039;&#039;&#039;Cognitive Velocity&#039;&#039;&#039;, measured in tokens per second (tps) on a baseline hardware profile. This represents the agent&#039;s raw processing speed.&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;V_c&#039;&#039;&#039; is the agent&#039;s &#039;&#039;&#039;Cognitive Velocity&#039;&#039;&#039;, measured in tokens per second (tps) on a baseline hardware profile. This represents the agent&#039;s raw processing speed &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;or &quot;thrust&lt;/ins&gt;.&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&quot;&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;div&gt;* &amp;#039;&amp;#039;&amp;#039;D_v&amp;#039;&amp;#039;&amp;#039; is the &amp;#039;&amp;#039;&amp;#039;Velocity Dampener&amp;#039;&amp;#039;&amp;#039;, a constant that prevents division by zero and smooths the impact of velocity.&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;* &amp;#039;&amp;#039;&amp;#039;D_v&amp;#039;&amp;#039;&amp;#039; is the &amp;#039;&amp;#039;&amp;#039;Velocity Dampener&amp;#039;&amp;#039;&amp;#039;, a constant that prevents division by zero and smooths the impact of velocity.&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 final &#039;&#039;&#039;Virtuousness Score&#039;&#039;&#039; is then calculated &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;as&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 final &#039;&#039;&#039;Virtuousness Score&#039;&#039;&#039; is then calculated &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;by comparing the system&#039;s capacity to the projected load&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;div&gt;&amp;lt;math&amp;gt;&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;&amp;lt;math&amp;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;div&gt;\text{Virtuousness} = \frac{\text{System Maneuverability}}{\text{Task Load}}&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;\text{Virtuousness} = \frac{\text{System Maneuverability}}{\text{Task Load}}&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;div&gt;&amp;lt;/math&amp;gt;&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;&amp;lt;/math&amp;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;A score &#039;&#039;&#039;greater than 1.0&#039;&#039;&#039; indicates a virtuous action, meaning the system has ample capacity to handle the load. A score &#039;&#039;&#039;less than 1.0&#039;&#039;&#039; indicates the action will stress the system, consuming more resources than are sustainably available.&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;A score &#039;&#039;&#039;greater than 1.0&#039;&#039;&#039; indicates a virtuous action, meaning the system has ample capacity to handle the load &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;efficiently&lt;/ins&gt;. A score &#039;&#039;&#039;less than 1.0&#039;&#039;&#039; indicates the action will stress the system, consuming more resources than are sustainably available &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;and potentially leading to degraded performance or instability&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;{{AM_Navigation}}&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

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&lt;/table&gt;</summary>
		<author><name>AdminIsidore</name></author>
	</entry>
	<entry>
		<id>https://www.ooda.wiki/index.php?title=Agentic_Maneuverability_Score&amp;diff=7&amp;oldid=prev</id>
		<title>AdminIsidore: Created page with &quot;&#039;&#039;&#039;Agentic Maneuverability (AM)&#039;&#039;&#039; is a protocol for decision-making in an AI ecosystem. Its primary function is to determine the &quot;virtuousness&quot; of deploying a specific AI agent for a specific task, given the current state of the system&#039;s available resources.  The score is the output of a calculation that treats the agent, the task, and the system as components in a single physical system, grounding abstract software requests in the concrete realities of computational su...&quot;</title>
		<link rel="alternate" type="text/html" href="https://www.ooda.wiki/index.php?title=Agentic_Maneuverability_Score&amp;diff=7&amp;oldid=prev"/>
		<updated>2025-08-08T17:54:16Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;&amp;#039;&amp;#039;&amp;#039;Agentic Maneuverability (AM)&amp;#039;&amp;#039;&amp;#039; is a protocol for decision-making in an AI ecosystem. Its primary function is to determine the &amp;quot;virtuousness&amp;quot; of deploying a specific AI agent for a specific task, given the current state of the system&amp;#039;s available resources.  The score is the output of a calculation that treats the agent, the task, and the system as components in a single physical system, grounding abstract software requests in the concrete realities of computational su...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;Agentic Maneuverability (AM)&amp;#039;&amp;#039;&amp;#039; is a protocol for decision-making in an AI ecosystem. Its primary function is to determine the &amp;quot;virtuousness&amp;quot; of deploying a specific AI agent for a specific task, given the current state of the system&amp;#039;s available resources.&lt;br /&gt;
&lt;br /&gt;
The score is the output of a calculation that treats the agent, the task, and the system as components in a single physical system, grounding abstract software requests in the concrete realities of computational supply and demand.&lt;br /&gt;
&lt;br /&gt;
== The OODA Loop Framework ==&lt;br /&gt;
The AM Score protocol is an implementation of the &amp;#039;&amp;#039;&amp;#039;[[OODA Loop]]&amp;#039;&amp;#039;&amp;#039; (Observe, Orient, Decide, Act), a strategic framework for rational decision-making under pressure.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Observe&amp;#039;&amp;#039;&amp;#039;: The system gathers real-time data on the &amp;#039;&amp;#039;&amp;#039;[[System Maneuverability Score]]&amp;#039;&amp;#039;&amp;#039; (the available computational resources), the intrinsic characteristics of the selected &amp;#039;&amp;#039;&amp;#039;AI Agent&amp;#039;&amp;#039;&amp;#039;, and the demands of the proposed &amp;#039;&amp;#039;&amp;#039;Task&amp;#039;&amp;#039;&amp;#039;.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Orient&amp;#039;&amp;#039;&amp;#039;: The system applies the Universal Agentic Maneuverability Equation to synthesize the observed data into a single, coherent metric: the Task Load.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Decide&amp;#039;&amp;#039;&amp;#039;: The final Virtuousness Score (System Maneuverability / Task Load) provides the basis for a clear, threshold-based decision.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Act&amp;#039;&amp;#039;&amp;#039;: A user or automated system acts on the decision, proceeding with the mission only if the action is deemed virtuous (i.e., the score is sufficiently high).&lt;br /&gt;
&lt;br /&gt;
== Technical Description ==&lt;br /&gt;
The core of the protocol is the &amp;#039;&amp;#039;&amp;#039;Universal AM Equation&amp;#039;&amp;#039;&amp;#039;, which calculates a projected &amp;#039;&amp;#039;&amp;#039;Task Load&amp;#039;&amp;#039;&amp;#039;—a measure of the stress a given mission will place on the system.&lt;br /&gt;
&lt;br /&gt;
=== Equation v2 ===&lt;br /&gt;
The second iteration of the equation is defined as:&lt;br /&gt;
&amp;lt;math&amp;gt;&lt;br /&gt;
\text{Task Load} = \frac{ ( (P \times W_p) + (T_o \times W_t) ) \times F_c }{ \sqrt{V_c} + D_v }&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Where:&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;P&amp;#039;&amp;#039;&amp;#039; is the size of the agent&amp;#039;s underlying model in &amp;#039;&amp;#039;&amp;#039;billions of parameters&amp;#039;&amp;#039;&amp;#039;.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;W_p&amp;#039;&amp;#039;&amp;#039; is the &amp;#039;&amp;#039;&amp;#039;Parameter Weight&amp;#039;&amp;#039;&amp;#039;, a tunable constant that scales the influence of model size.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;T_o&amp;#039;&amp;#039;&amp;#039; is the &amp;#039;&amp;#039;&amp;#039;Expected Output Tokens&amp;#039;&amp;#039;&amp;#039;, representing the anticipated length of the agent&amp;#039;s response.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;W_t&amp;#039;&amp;#039;&amp;#039; is the &amp;#039;&amp;#039;&amp;#039;Token Weight&amp;#039;&amp;#039;&amp;#039;, a constant scaling the cost of generating tokens.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;F_c&amp;#039;&amp;#039;&amp;#039; is the &amp;#039;&amp;#039;&amp;#039;Cognitive Load Factor&amp;#039;&amp;#039;&amp;#039;, a multiplier derived from a qualitative assessment of the task&amp;#039;s cognitive demands (e.g., &amp;quot;low&amp;quot;, &amp;quot;medium&amp;quot;, &amp;quot;high&amp;quot;).&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;V_c&amp;#039;&amp;#039;&amp;#039; is the agent&amp;#039;s &amp;#039;&amp;#039;&amp;#039;Cognitive Velocity&amp;#039;&amp;#039;&amp;#039;, measured in tokens per second (tps) on a baseline hardware profile. This represents the agent&amp;#039;s raw processing speed.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;D_v&amp;#039;&amp;#039;&amp;#039; is the &amp;#039;&amp;#039;&amp;#039;Velocity Dampener&amp;#039;&amp;#039;&amp;#039;, a constant that prevents division by zero and smooths the impact of velocity.&lt;br /&gt;
&lt;br /&gt;
The final &amp;#039;&amp;#039;&amp;#039;Virtuousness Score&amp;#039;&amp;#039;&amp;#039; is then calculated as:&lt;br /&gt;
&amp;lt;math&amp;gt;&lt;br /&gt;
\text{Virtuousness} = \frac{\text{System Maneuverability}}{\text{Task Load}}&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
A score &amp;#039;&amp;#039;&amp;#039;greater than 1.0&amp;#039;&amp;#039;&amp;#039; indicates a virtuous action, meaning the system has ample capacity to handle the load. A score &amp;#039;&amp;#039;&amp;#039;less than 1.0&amp;#039;&amp;#039;&amp;#039; indicates the action will stress the system, consuming more resources than are sustainably available.&lt;/div&gt;</summary>
		<author><name>AdminIsidore</name></author>
	</entry>
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