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	<id>https://mediawiki.informationgeek.org/index.php?action=history&amp;feed=atom&amp;title=Pathway%3A_High_Automation%2C_Low_Ethics</id>
	<title>Pathway: High Automation, Low Ethics - Revision history</title>
	<link rel="self" type="application/atom+xml" href="https://mediawiki.informationgeek.org/index.php?action=history&amp;feed=atom&amp;title=Pathway%3A_High_Automation%2C_Low_Ethics"/>
	<link rel="alternate" type="text/html" href="https://mediawiki.informationgeek.org/index.php?title=Pathway:_High_Automation,_Low_Ethics&amp;action=history"/>
	<updated>2026-05-03T14:46:57Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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	<entry>
		<id>https://mediawiki.informationgeek.org/index.php?title=Pathway:_High_Automation,_Low_Ethics&amp;diff=97&amp;oldid=prev</id>
		<title>Admin: Fix 5 internal link(s)</title>
		<link rel="alternate" type="text/html" href="https://mediawiki.informationgeek.org/index.php?title=Pathway:_High_Automation,_Low_Ethics&amp;diff=97&amp;oldid=prev"/>
		<updated>2026-03-16T16:28:04Z</updated>

		<summary type="html">&lt;p&gt;Fix 5 internal link(s)&lt;/p&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 16:28, 16 March 2026&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-l6&quot;&gt;Line 6:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 6:&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;== Recommended Sequence ==&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;== Recommended Sequence ==&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;# Start with [[&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Exercises/Ethical Prompting/Ep Basic 01&lt;/del&gt;|EP-Basic-01]] — Establish a baseline for checking AI output&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;# Start with [[&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;The Fact-Check Habit&lt;/ins&gt;|EP-Basic-01]] — Establish a baseline for checking AI output&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;# Then [[&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Exercises/Ethical Prompting/Ep Intermediate 01&lt;/del&gt;|EP-Intermediate-01]] — Build verification into your workflows&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;# Then [[&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;The Verification Checklist&lt;/ins&gt;|EP-Intermediate-01]] — Build verification into your workflows&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;# Then [[&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Exercises/Workflow Automation/Wa Intermediate 01&lt;/del&gt;|WA-Intermediate-01]] — Level up automation with ethics baked in&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;# Then [[&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;The Prompt Chain&lt;/ins&gt;|WA-Intermediate-01]] — Level up automation with ethics baked in&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;# Stretch: [[&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Exercises/Ethical Prompting/Ep Advanced 01&lt;/del&gt;|EP-Advanced-01]] — Design an accountability 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;# Stretch: [[&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;The AI Governance Playbook&lt;/ins&gt;|EP-Advanced-01]] — Design an accountability 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;== Common Pitfalls ==&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;== Common Pitfalls ==&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-l15&quot;&gt;Line 15:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 15:&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;Building trust in AI consistency.&amp;#039;&amp;#039;&amp;#039; Because your workflows run smoothly most of the time, you develop false confidence that AI output is reliable. AI fails unpredictably — the 99 correct outputs make the 1 confidently wrong output much more dangerous.&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;Building trust in AI consistency.&amp;#039;&amp;#039;&amp;#039; Because your workflows run smoothly most of the time, you develop false confidence that AI output is reliable. AI fails unpredictably — the 99 correct outputs make the 1 confidently wrong output much more dangerous.&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;Confusing &amp;quot;I automate ethically&amp;quot; with &amp;quot;I have ethical habits.&amp;quot;&amp;#039;&amp;#039;&amp;#039; You may believe your intentions are good (and they probably are), but good intentions without systematic checks produce the same result as no intentions at all. The question isn&amp;#039;t whether you care about accuracy — it&amp;#039;s whether your processes guarantee it.&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;Confusing &amp;quot;I automate ethically&amp;quot; with &amp;quot;I have ethical habits.&amp;quot;&amp;#039;&amp;#039;&amp;#039; You may believe your intentions are good (and they probably are), but good intentions without systematic checks produce the same result as no intentions at all. The question isn&amp;#039;t whether you care about accuracy — it&amp;#039;s whether your processes guarantee it.&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;Resisting the checklist.&#039;&#039;&#039; If you&#039;re the type who builds systems, using someone else&#039;s checklist feels awkward. But [[&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Exercises/Ethical Prompting/Ep Intermediate 01&lt;/del&gt;|EP-Intermediate-01]] asks you to build &#039;&#039;your own&#039;&#039; — customized to your work, tested against real outputs, and integrated into your existing workflows.&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;Resisting the checklist.&#039;&#039;&#039; If you&#039;re the type who builds systems, using someone else&#039;s checklist feels awkward. But [[&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;The Verification Checklist&lt;/ins&gt;|EP-Intermediate-01]] asks you to build &#039;&#039;your own&#039;&#039; — customized to your work, tested against real outputs, and integrated into your existing workflows.&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;== What Leveling Up Looks Like ==&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;== What Leveling Up Looks Like ==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

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&lt;/table&gt;</summary>
		<author><name>Admin</name></author>
	</entry>
	<entry>
		<id>https://mediawiki.informationgeek.org/index.php?title=Pathway:_High_Automation,_Low_Ethics&amp;diff=46&amp;oldid=prev</id>
		<title>Admin: Imported from AI Fluency Playbook</title>
		<link rel="alternate" type="text/html" href="https://mediawiki.informationgeek.org/index.php?title=Pathway:_High_Automation,_Low_Ethics&amp;diff=46&amp;oldid=prev"/>
		<updated>2026-03-16T16:10:14Z</updated>

		<summary type="html">&lt;p&gt;Imported from AI Fluency Playbook&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&amp;#039;&amp;#039;A pathway for automation-skilled users who need to build stronger verification and ethical judgment habits.&amp;#039;&amp;#039;&lt;br /&gt;
&lt;br /&gt;
== Your Profile ==&lt;br /&gt;
&lt;br /&gt;
You&amp;#039;re comfortable building AI-assisted workflows but may be moving fast without checking outputs carefully. This pathway helps you build verification habits into your existing automation skills.&lt;br /&gt;
&lt;br /&gt;
== Recommended Sequence ==&lt;br /&gt;
# Start with [[Exercises/Ethical Prompting/Ep Basic 01|EP-Basic-01]] — Establish a baseline for checking AI output&lt;br /&gt;
# Then [[Exercises/Ethical Prompting/Ep Intermediate 01|EP-Intermediate-01]] — Build verification into your workflows&lt;br /&gt;
# Then [[Exercises/Workflow Automation/Wa Intermediate 01|WA-Intermediate-01]] — Level up automation with ethics baked in&lt;br /&gt;
# Stretch: [[Exercises/Ethical Prompting/Ep Advanced 01|EP-Advanced-01]] — Design an accountability system&lt;br /&gt;
&lt;br /&gt;
== Common Pitfalls ==&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Seeing verification as a speed bump.&amp;#039;&amp;#039;&amp;#039; Your automation instinct treats every additional step as overhead. But verification isn&amp;#039;t overhead — it&amp;#039;s quality assurance. The goal is to make verification &amp;#039;&amp;#039;efficient&amp;#039;&amp;#039;, not to eliminate it.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Building trust in AI consistency.&amp;#039;&amp;#039;&amp;#039; Because your workflows run smoothly most of the time, you develop false confidence that AI output is reliable. AI fails unpredictably — the 99 correct outputs make the 1 confidently wrong output much more dangerous.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Confusing &amp;quot;I automate ethically&amp;quot; with &amp;quot;I have ethical habits.&amp;quot;&amp;#039;&amp;#039;&amp;#039; You may believe your intentions are good (and they probably are), but good intentions without systematic checks produce the same result as no intentions at all. The question isn&amp;#039;t whether you care about accuracy — it&amp;#039;s whether your processes guarantee it.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Resisting the checklist.&amp;#039;&amp;#039;&amp;#039; If you&amp;#039;re the type who builds systems, using someone else&amp;#039;s checklist feels awkward. But [[Exercises/Ethical Prompting/Ep Intermediate 01|EP-Intermediate-01]] asks you to build &amp;#039;&amp;#039;your own&amp;#039;&amp;#039; — customized to your work, tested against real outputs, and integrated into your existing workflows.&lt;br /&gt;
&lt;br /&gt;
== What Leveling Up Looks Like ==&lt;br /&gt;
* Every AI workflow you build includes an explicit quality gate — a point where output is checked before it moves forward&lt;br /&gt;
* You can classify your AI-assisted tasks by risk level and apply appropriate verification standards (not everything gets the same scrutiny — but nothing gets zero scrutiny)&lt;br /&gt;
* You catch AI errors &amp;#039;&amp;#039;before&amp;#039;&amp;#039; they reach stakeholders, not after&lt;br /&gt;
* You&amp;#039;ve built a personal verification checklist and it&amp;#039;s become habit — you use it without thinking about it&lt;br /&gt;
* When you design a new automation, your default question is &amp;quot;where should the human check go?&amp;quot; rather than &amp;quot;how do I eliminate all human steps?&amp;quot;&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:AI Fluency Playbook]]&lt;br /&gt;
[[Category:Learning Pathways]]&lt;/div&gt;</summary>
		<author><name>Admin</name></author>
	</entry>
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