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		<title>Wikipedia Policy on AIBussin — AI applications, systems and books</title>
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		<description>Recent content in Wikipedia Policy on AIBussin — AI applications, systems and books</description>
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				<title>Evidence, Truth, and Verifiability</title>
				<link>https://aibussin.com/books/hallucination-from-first-principles/03-chapter/</link>
				<pubDate>Sat, 29 Aug 2026 23:20:00 +0100</pubDate>
				<guid>https://aibussin.com/books/hallucination-from-first-principles/03-chapter/</guid>
				<description>&lt;p&gt;Chapter 2 gave us a rule for talking about hallucination precisely:&lt;/p&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;&lt;strong&gt;Relative to what reference did the output fail?&lt;/strong&gt;&lt;/p&gt;&#xA;&lt;/blockquote&gt;&#xA;&lt;p&gt;That question immediately creates another one.&lt;/p&gt;&#xA;&lt;p&gt;What counts as a reference strong enough to constrain the answer?&lt;/p&gt;&#xA;&lt;p&gt;Suppose a model says:&lt;/p&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;Company A acquired Company B in 2024.&lt;/p&gt;&#xA;&lt;/blockquote&gt;&#xA;&lt;p&gt;There are several different things we might mean when we ask whether this is acceptable:&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; style=&#34;color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;&#34;&gt;&lt;code class=&#34;language-text&#34; data-lang=&#34;text&#34;&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;What exact proposition has been asserted?&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Is that proposition true at the relevant time?&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Do we possess evidence for it?&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Does that evidence actually support this exact relationship?&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Can we identify the source and passage that support it?&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Where did that source come from?&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Is the source sufficiently reliable and current for this claim?&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Is the evidence package sufficient for the action we want to authorize?&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Could the claim be verified by this system now?&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Has the verification actually been performed?&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Would the active policy allow the claim to be published or acted upon?&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Those questions are related.&lt;/p&gt;</description>
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				<title>From Evidence to Verifiability: Rebuilding Trust in AI Outputs 🔏</title>
				<link>https://aibussin.com/post/policy/</link>
				<pubDate>Tue, 03 Feb 2026 12:25:58 +0000</pubDate>
				<guid>https://aibussin.com/post/policy/</guid>
				<description>&lt;h2 id=&#34;-tldr&#34;&gt;⏰ TLDR&lt;/h2&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;This work shows that the hardest part of using AI in high-trust environments is not the model, but the policy.&#xA;Once editorial policy is made explicit and executable, AI systems become interchangeable the real challenge is engineering reliable measurements and deterministic enforcement of those policies.&lt;/p&gt;&#xA;&lt;/blockquote&gt;&#xA;&lt;h2 id=&#34;-summary&#34;&gt;📋 Summary&lt;/h2&gt;&#xA;&lt;p&gt;AI systems are becoming deeply embedded in how we research, write, and reason.&#xA;At the same time, their use in high-trust environments is under strain not because models are incapable, but because they are being deployed into settings that demand &lt;strong&gt;determinism, provenance, and enforceable rules&lt;/strong&gt;.&lt;/p&gt;</description>
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