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		<title>AI Engineering on AIBussin — AI applications, systems and books</title>
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				<title>Advanced Agents From First Principles 02: Why Does My Reasoning Agent Give a Different Answer Every Time? Use Self-Consistency Without Confusing Consensus With Truth</title>
				<link>https://aibussin.com/books/advanced-agents-from-first-principles/02-chapter/</link>
				<pubDate>Sat, 08 Aug 2026 22:44:00 +0100</pubDate>
				<guid>https://aibussin.com/books/advanced-agents-from-first-principles/02-chapter/</guid>
				<description>&lt;p&gt;A reasoning agent gives you one answer.&lt;/p&gt;&#xA;&lt;p&gt;You run it again.&lt;/p&gt;&#xA;&lt;p&gt;It gives you another.&lt;/p&gt;&#xA;&lt;p&gt;You change nothing important:&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;same task,&lt;/li&gt;&#xA;&lt;li&gt;same tools,&lt;/li&gt;&#xA;&lt;li&gt;same model family,&lt;/li&gt;&#xA;&lt;li&gt;same broad context.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;p&gt;Yet the result changes.&lt;/p&gt;&#xA;&lt;p&gt;That is not necessarily a bug.&lt;/p&gt;&#xA;&lt;p&gt;A probabilistic model is allowed to produce more than one plausible trajectory.&lt;/p&gt;&#xA;&lt;p&gt;The engineering question is different:&lt;/p&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;&lt;strong&gt;How should an agent system use that variation?&lt;/strong&gt;&lt;/p&gt;&#xA;&lt;/blockquote&gt;&#xA;&lt;p&gt;One common answer is &lt;strong&gt;self-consistency&lt;/strong&gt;.&lt;/p&gt;&#xA;&lt;p&gt;Generate several independent reasoning trajectories.&lt;/p&gt;</description>
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				<title>The AI Application Gap: Why Capability Is Not Deployment</title>
				<link>https://aibussin.com/post/real/</link>
				<pubDate>Sat, 06 Jun 2026 14:40:59 +0000</pubDate>
				<guid>https://aibussin.com/post/real/</guid>
				<description>&lt;h2 id=&#34;capability-is-real-application-is-the-bet&#34;&gt;Capability is real. Application is the bet&lt;/h2&gt;&#xA;&lt;p&gt;The AI economy is no longer theoretical.&lt;/p&gt;&#xA;&lt;p&gt;AI is now showing up in financial statements, capex plans, and reported investment gains.&lt;/p&gt;&#xA;&lt;p&gt;The largest technology companies in the world are not merely talking about AI, demoing AI, or adding AI features to their products. They are booking AI-related investment gains, redirecting capital expenditure toward AI infrastructure, reorganizing product interfaces around AI, and asking investors to value them as AI platform companies.&lt;/p&gt;</description>
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