Ryan welcomes Hema Raghavan, co-founder and head of engineering at Kumo.ai, to dive into all the messy stuff that comes with implementing AI, from pipeline sprawl to shadow AI. They discuss governance approaches like deploying models inside approved platforms and routing calls through monitored gateways, and how broken pipelines from complex feature-engineering motivated Kumo.ai’s approach of using a single foundation model with on-the-fly database queries.&nbsp;Episode notes:&nbsp;<a href="http://kumo.ai" rel="noopener noreferrer" target="_blank">Kumo.ai</a> allows you to train and run state-of-the-art AI models on your relational data, allowing you to make predictions about your users and transactions in seconds.&nbsp;Connect with Hema on <a href="https://www.linkedin.com/in/hema-raghavan-1581075/" rel="noopener noreferrer" target="_blank">LinkedIn</a> or reach out to her at her email <a href="mailto:hema@kumo.ai" rel="noopener noreferrer" target="_blank">hema@kumo.ai</a>.&nbsp;&nbsp;Congrats to user <a href="https://stackoverflow.com/users/157882/balusc" rel="noopener noreferrer" target="_blank">BalusC</a> for winning a Populist badge on their answer to <a href="https://stackoverflow.com/questions/3587199/how-to-sanitize-html-code-to-prevent-xss-attacks-in-java-or-jsp" rel="noopener noreferrer" target="_blank">How to sanitize HTML code to prevent XSS attacks in Java or JSP?</a>.<a href="https://stackoverflow.blog/2026/04/10/the-messy-truth-of-your-ai-strategies/" rel="noopener noreferrer" target="_blank">TRANSCRIPT</a>See Privacy Policy at <a href="https://art19.com/privacy" rel="noopener noreferrer" target="_blank">https://art19.com/privacy</a> and California Privacy Notice at <a href="https://art19.com/privacy#do-not-sell-my-info" rel="noopener noreferrer" target="_blank">https://art19.com/privacy#do-not-sell-my-info</a>.

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