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    <title>Shipping AI agents end-to-end: what I learned building ToonyStory</title>
    <link>https://morgankotter.com/blog/shipping-ai-agents-end-to-end-toonystory</link>
    <description>A founder-PM walkthrough of building a multi-stage AI agent in production — from prompt design and evals through deployment, telemetry, and the messy iteration that happens after launch. Lessons from running ToonyStory, an AI-native consumer app where the agent has to produce a physical, printed book.</description>
    <pubDate>Sun, 24 May 2026 00:00:00 GMT</pubDate>
    <author>hello@morgankotter.com (Morgan Kotter)</author>
    <category>AI Agents</category><category>Product Management</category><category>LLMs</category><category>Forward Deployed</category><category>Evals</category>
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