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<title>AI Engineering</title>
<description>Shelley and Rob build a support desk around a rented model, using a made-up lamp shop called Northlamp. The season covers prompts, retrieval, LangChain, LangGraph, agents, tests, and the doors that keep a helpful draft from spending money.</description>
<itunes:summary>Shelley and Rob build a support desk around a rented model, using a made-up lamp shop called Northlamp. The season covers prompts, retrieval, LangChain, LangGraph, agents, tests, and the doors that keep a helpful draft from spending money.</itunes:summary>
<itunes:subtitle>A rented model is not a system</itunes:subtitle>
<itunes:keywords>AI engineering, LangChain, LangGraph, RAG, agents</itunes:keywords>
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<content:encoded><![CDATA[<p>Shelley and Rob build a support desk around a rented model, using a made-up lamp shop called Northlamp. The season covers prompts, retrieval, LangChain, LangGraph, agents, tests, and the doors that keep a helpful draft from spending money.</p>]]></content:encoded>
<item>
<title>S1E01. Ship it Monday</title>
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<pubDate>Sun, 01 Nov 2026 18:12:39 +0000</pubDate>
<itunes:duration>624</itunes:duration>
<itunes:episode>1</itunes:episode>
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<itunes:keywords>support desk, sign-in, laptop demo</itunes:keywords>
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<description>A laptop demo is not a desk you can leave on. Two lists before any diagram, and sign-in before the model guesses who is asking.</description>
<itunes:summary>A laptop demo is not a desk you can leave on. Two lists before any diagram, and sign-in before the model guesses who is asking.</itunes:summary>
<content:encoded><![CDATA[<p>A laptop demo is not a desk you can leave on. Two lists before any diagram, and sign-in before the model guesses who is asking.</p>]]></content:encoded>
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<title>S1E02. The model you did not train</title>
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<pubDate>Sun, 01 Nov 2026 18:14:39 +0000</pubDate>
<itunes:duration>438</itunes:duration>
<itunes:episode>2</itunes:episode>
<itunes:season>1</itunes:season>
<itunes:episodeType>full</itunes:episodeType>
<itunes:explicit>false</itunes:explicit>
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<itunes:keywords>rented model, weights, leaderboard</itunes:keywords>
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<description>The model guesses the next piece of text. You call someone else&apos;s, or you host weights they trained. A leaderboard does not grade your lamp shop.</description>
<itunes:summary>The model guesses the next piece of text. You call someone else&apos;s, or you host weights they trained. A leaderboard does not grade your lamp shop.</itunes:summary>
<content:encoded><![CDATA[<p>The model guesses the next piece of text. You call someone else's, or you host weights they trained. A leaderboard does not grade your lamp shop.</p>]]></content:encoded>
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<title>S1E03. What you tell it every time</title>
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<pubDate>Sun, 01 Nov 2026 18:16:39 +0000</pubDate>
<itunes:duration>574</itunes:duration>
<itunes:episode>3</itunes:episode>
<itunes:season>1</itunes:season>
<itunes:episodeType>full</itunes:episodeType>
<itunes:explicit>false</itunes:explicit>
<itunes:image href="https://media.cloudadorn.org/ai-engineering/art/show-cover-3000.jpg"/>
<itunes:keywords>standing note, customer mail, examples</itunes:keywords>
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<description>The standing note and this customer&apos;s mail are different. Examples teach the habit you showed, including the bad one.</description>
<itunes:summary>The standing note and this customer&apos;s mail are different. Examples teach the habit you showed, including the bad one.</itunes:summary>
<content:encoded><![CDATA[<p>The standing note and this customer's mail are different. Examples teach the habit you showed, including the bad one.</p>]]></content:encoded>
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<title>S1E04. Make it fill out a form</title>
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<pubDate>Sun, 01 Nov 2026 18:18:39 +0000</pubDate>
<itunes:duration>485</itunes:duration>
<itunes:episode>4</itunes:episode>
<itunes:season>1</itunes:season>
<itunes:episodeType>full</itunes:episodeType>
<itunes:explicit>false</itunes:explicit>
<itunes:image href="https://media.cloudadorn.org/ai-engineering/art/show-cover-3000.jpg"/>
<itunes:keywords>Pydantic, refund, form</itunes:keywords>
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<description>Pydantic checks the fields. A promise of a refund is a box the program can reject. The model does not press send.</description>
<itunes:summary>Pydantic checks the fields. A promise of a refund is a box the program can reject. The model does not press send.</itunes:summary>
<content:encoded><![CDATA[<p>Pydantic checks the fields. A promise of a refund is a box the program can reject. The model does not press send.</p>]]></content:encoded>
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<title>S1E05. How it reads your manual</title>
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<pubDate>Sun, 01 Nov 2026 18:20:39 +0000</pubDate>
<itunes:duration>590</itunes:duration>
<itunes:episode>5</itunes:episode>
<itunes:season>1</itunes:season>
<itunes:episodeType>full</itunes:episodeType>
<itunes:explicit>false</itunes:explicit>
<itunes:image href="https://media.cloudadorn.org/ai-engineering/art/show-cover-3000.jpg"/>
<itunes:keywords>RAG, chunking, search</itunes:keywords>
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<description>RAG, chunking, word search versus meaning, and what to do when yesterday&apos;s return window is still in the bot&apos;s mouth.</description>
<itunes:summary>RAG, chunking, word search versus meaning, and what to do when yesterday&apos;s return window is still in the bot&apos;s mouth.</itunes:summary>
<content:encoded><![CDATA[<p>RAG, chunking, word search versus meaning, and what to do when yesterday's return window is still in the bot's mouth.</p>]]></content:encoded>
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<title>S1E06. You already paid for that answer</title>
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<pubDate>Sun, 01 Nov 2026 18:22:39 +0000</pubDate>
<itunes:duration>392</itunes:duration>
<itunes:episode>6</itunes:episode>
<itunes:season>1</itunes:season>
<itunes:episodeType>full</itunes:episodeType>
<itunes:explicit>false</itunes:explicit>
<itunes:image href="https://media.cloudadorn.org/ai-engineering/art/show-cover-3000.jpg"/>
<itunes:keywords>cache, how-to, live price</itunes:keywords>
<podcast:transcript url="https://media.cloudadorn.org/ai-engineering/transcripts/episode-06.txt" type="text/plain"/>
<description>Reuse a stable how-to. Do not cache a live price or someone else&apos;s order.</description>
<itunes:summary>Reuse a stable how-to. Do not cache a live price or someone else&apos;s order.</itunes:summary>
<content:encoded><![CDATA[<p>Reuse a stable how-to. Do not cache a live price or someone else's order.</p>]]></content:encoded>
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<title>S1E07. The smallest thing that works</title>
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<pubDate>Sun, 01 Nov 2026 18:24:39 +0000</pubDate>
<itunes:duration>484</itunes:duration>
<itunes:episode>7</itunes:episode>
<itunes:season>1</itunes:season>
<itunes:episodeType>full</itunes:episodeType>
<itunes:explicit>false</itunes:explicit>
<itunes:image href="https://media.cloudadorn.org/ai-engineering/art/show-cover-3000.jpg"/>
<itunes:keywords>fine-tune, small model, rules</itunes:keywords>
<podcast:transcript url="https://media.cloudadorn.org/ai-engineering/transcripts/episode-07.txt" type="text/plain"/>
<description>Rules, tools, a small model, a strong model, a person. Fine-tune a habit only after the file has failed.</description>
<itunes:summary>Rules, tools, a small model, a strong model, a person. Fine-tune a habit only after the file has failed.</itunes:summary>
<content:encoded><![CDATA[<p>Rules, tools, a small model, a strong model, a person. Fine-tune a habit only after the file has failed.</p>]]></content:encoded>
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<title>S1E08. When the bot is allowed to act</title>
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<pubDate>Sun, 01 Nov 2026 18:26:39 +0000</pubDate>
<itunes:duration>611</itunes:duration>
<itunes:episode>8</itunes:episode>
<itunes:season>1</itunes:season>
<itunes:episodeType>full</itunes:episodeType>
<itunes:explicit>false</itunes:explicit>
<itunes:image href="https://media.cloudadorn.org/ai-engineering/art/show-cover-3000.jpg"/>
<itunes:keywords>LangChain, LangGraph, human approval</itunes:keywords>
<podcast:transcript url="https://media.cloudadorn.org/ai-engineering/transcripts/episode-08.txt" type="text/plain"/>
<description>LangChain, LangGraph, CrewAI, AutoGen, and MCP. A person still approves before money moves.</description>
<itunes:summary>LangChain, LangGraph, CrewAI, AutoGen, and MCP. A person still approves before money moves.</itunes:summary>
<content:encoded><![CDATA[<p>LangChain, LangGraph, CrewAI, AutoGen, and MCP. A person still approves before money moves.</p>]]></content:encoded>
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<title>S1E09. What it still remembers</title>
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<pubDate>Sun, 01 Nov 2026 18:28:39 +0000</pubDate>
<itunes:duration>431</itunes:duration>
<itunes:episode>9</itunes:episode>
<itunes:season>1</itunes:season>
<itunes:episodeType>full</itunes:episodeType>
<itunes:explicit>false</itunes:explicit>
<itunes:image href="https://media.cloudadorn.org/ai-engineering/art/show-cover-3000.jpg"/>
<itunes:keywords>memory, summary, ticket</itunes:keywords>
<podcast:transcript url="https://media.cloudadorn.org/ai-engineering/transcripts/episode-09.txt" type="text/plain"/>
<description>The whole thread, the last few turns, or a summary. The ticket wins when they disagree.</description>
<itunes:summary>The whole thread, the last few turns, or a summary. The ticket wins when they disagree.</itunes:summary>
<content:encoded><![CDATA[<p>The whole thread, the last few turns, or a summary. The ticket wins when they disagree.</p>]]></content:encoded>
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<title>S1E10. Did it actually work</title>
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<pubDate>Sun, 01 Nov 2026 18:30:39 +0000</pubDate>
<itunes:duration>457</itunes:duration>
<itunes:episode>10</itunes:episode>
<itunes:season>1</itunes:season>
<itunes:episodeType>full</itunes:episodeType>
<itunes:explicit>false</itunes:explicit>
<itunes:image href="https://media.cloudadorn.org/ai-engineering/art/show-cover-3000.jpg"/>
<itunes:keywords>golden set, rerun, proof</itunes:keywords>
<podcast:transcript url="https://media.cloudadorn.org/ai-engineering/transcripts/episode-10.txt" type="text/plain"/>
<description>A small set of real mail, rerun on purpose. Silence and a thumbs-up are not proof.</description>
<itunes:summary>A small set of real mail, rerun on purpose. Silence and a thumbs-up are not proof.</itunes:summary>
<content:encoded><![CDATA[<p>A small set of real mail, rerun on purpose. Silence and a thumbs-up are not proof.</p>]]></content:encoded>
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<title>S1E11. Who gets in, and who pays</title>
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<pubDate>Sun, 01 Nov 2026 18:32:39 +0000</pubDate>
<itunes:duration>398</itunes:duration>
<itunes:episode>11</itunes:episode>
<itunes:season>1</itunes:season>
<itunes:episodeType>full</itunes:episodeType>
<itunes:explicit>false</itunes:explicit>
<itunes:image href="https://media.cloudadorn.org/ai-engineering/art/show-cover-3000.jpg"/>
<itunes:keywords>API gateway, spend caps, backup vendor</itunes:keywords>
<podcast:transcript url="https://media.cloudadorn.org/ai-engineering/transcripts/episode-11.txt" type="text/plain"/>
<description>A stranger ran up the bill writing an essay, and the vendor had an outage mid sale. Two doors: one caps who may knock and how hard, one holds the keys and the backup vendor.</description>
<itunes:summary>A stranger ran up the bill writing an essay, and the vendor had an outage mid sale. Two doors: one caps who may knock and how hard, one holds the keys and the backup vendor.</itunes:summary>
<content:encoded><![CDATA[<p>A stranger ran up the bill writing an essay, and the vendor had an outage mid sale. Two doors: one caps who may knock and how hard, one holds the keys and the backup vendor.</p>]]></content:encoded>
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<title>S1E12. What keeps it running when you go home</title>
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<pubDate>Sun, 01 Nov 2026 18:34:39 +0000</pubDate>
<itunes:duration>392</itunes:duration>
<itunes:episode>12</itunes:episode>
<itunes:season>1</itunes:season>
<itunes:episodeType>full</itunes:episodeType>
<itunes:explicit>false</itunes:explicit>
<itunes:image href="https://media.cloudadorn.org/ai-engineering/art/show-cover-3000.jpg"/>
<itunes:keywords>Docker, ledger, queue</itunes:keywords>
<podcast:transcript url="https://media.cloudadorn.org/ai-engineering/transcripts/episode-12.txt" type="text/plain"/>
<description>The desk lived on a laptop and the lid closed. Docker, a machine that stays on, a ledger so two copies answer a customer once, a queue, a worker, and an alert that rings a phone.</description>
<itunes:summary>The desk lived on a laptop and the lid closed. Docker, a machine that stays on, a ledger so two copies answer a customer once, a queue, a worker, and an alert that rings a phone.</itunes:summary>
<content:encoded><![CDATA[<p>The desk lived on a laptop and the lid closed. Docker, a machine that stays on, a ledger so two copies answer a customer once, a queue, a worker, and an alert that rings a phone.</p>]]></content:encoded>
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<title>S1E13. When the message is the attack</title>
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<pubDate>Sun, 01 Nov 2026 18:36:39 +0000</pubDate>
<itunes:duration>475</itunes:duration>
<itunes:episode>13</itunes:episode>
<itunes:season>1</itunes:season>
<itunes:episodeType>full</itunes:episodeType>
<itunes:explicit>false</itunes:explicit>
<itunes:image href="https://media.cloudadorn.org/ai-engineering/art/show-cover-3000.jpg"/>
<itunes:keywords>prompt injection, signed list, harm</itunes:keywords>
<podcast:transcript url="https://media.cloudadorn.org/ai-engineering/transcripts/episode-13.txt" type="text/plain"/>
<description>Name the harm. Do not rehearse it. A signed list of what the bot must never say.</description>
<itunes:summary>Name the harm. Do not rehearse it. A signed list of what the bot must never say.</itunes:summary>
<content:encoded><![CDATA[<p>Name the harm. Do not rehearse it. A signed list of what the bot must never say.</p>]]></content:encoded>
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