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		<title>Epistemic Memory on AIBussin — AI applications, systems and books</title>
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				<title>From Photo Albums to Movies: Teaching AI to See Its Own Progress</title>
				<link>https://aibussin.com/post/pacs/</link>
				<pubDate>Sun, 07 Sep 2025 08:50:43 +0100</pubDate>
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				<description>&lt;h2 id=&#34;-tldr&#34;&gt;🥱 TLDR&lt;/h2&gt;&#xA;&lt;p&gt;This post details the implementation of:&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://arxiv.org/abs/2509.02522&#34; target=&#34;_blank&#34; class=&#34;paper-badge&#34;&#xA;    style=&#34;display: inline-block; padding: 6px 10px; background: #f3f4f6; border-left: 4px solid #3b82f6; border-radius: 4px; margin: 4px 0; text-decoration: none; color: #1f2937;&#34;&gt;&#xA;    &lt;strong&gt;PACS&lt;/strong&gt;: Implicit Actor–Critic Coupling via a Supervised Learning Framework for RLVR&#xA;&lt;/a&gt;&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://arxiv.org/abs/2509.04011&#34; target=&#34;_blank&#34; class=&#34;paper-badge&#34;&#xA;    style=&#34;display: inline-block; padding: 6px 10px; background: #f3f4f6; border-left: 4px solid #3b82f6; border-radius: 4px; margin: 4px 0; text-decoration: none; color: #1f2937;&#34;&gt;&#xA;    &lt;strong&gt;NER Retriever&lt;/strong&gt;: Zero-Shot Named Entity Retrieval with Type-Aware Embeddings&#xA;&lt;/a&gt;&#xA;within our self-improving AI, &lt;a href=&#34;https://github.com/ernanhughes/stephanie&#34;&gt;Stephanie&lt;/a&gt;.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;p&gt;The core idea is to move beyond static, single-point feedback to a richer, more dynamic form of learning:&lt;/p&gt;</description>
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