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      <title>Can cheap AI models turn a podcast into a lesson?</title>
      <link>https://orndorff.dev/posts/turning-podcasts-into-lessons/</link>
      <pubDate>Fri, 05 Dec 2025 00:00:00 +0000</pubDate>
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      <description>&lt;p&gt;At work, I build AI agents(trigger warning this is about LLMs) that are designed to help teachers avoid as much day to day drudgery as possible. We provide a system that, counterintuitively, is geared towards reducing the amount of time a teacher needs to spend in the app spelunking around. Need the latest assessment grades for Mrs Doe&amp;rsquo;s 3rd period? Just ask the Ai, it&amp;rsquo;ll go off and grab that information for you while you pour another cup of coffee.
We use top of the line models from Anthropic to be as accurate, un-biased, error free as possible to achieve this. These models require API keys and 5-figures in engineering time just to put the guardrails in place to allow a Teacher/Administrator to use them in relative safety.&lt;/p&gt;</description>
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