<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Langsat Blog</title><description>Engineering insights on Relational Deep Learning, GNNs, and no-code ML platforms.</description><link>https://langsat.ai/</link><language>en-us</language><item><title>Tabular vs relational ML: when each wins</title><link>https://langsat.ai/resources/insights/tabular-vs-relational-ml/</link><guid isPermaLink="true">https://langsat.ai/resources/insights/tabular-vs-relational-ml/</guid><description>A practical guide to choosing between single-table and relational approaches for ML on structured data.</description><pubDate>Fri, 10 Apr 2026 00:00:00 GMT</pubDate><category>fundamentals</category><category>relational</category><category>tabular</category><author>Langsat Team</author></item><item><title>Why GNNs matter for tabular data</title><link>https://langsat.ai/resources/insights/why-gnns-matter-tabular/</link><guid isPermaLink="true">https://langsat.ai/resources/insights/why-gnns-matter-tabular/</guid><description>Graph Neural Networks aren&apos;t just for social networks — they&apos;re transforming prediction tasks on structured business data.</description><pubDate>Fri, 03 Apr 2026 00:00:00 GMT</pubDate><category>gnn</category><category>relational</category><category>deep-learning</category><author>Langsat Team</author></item><item><title>From SQL to trained model in 10 minutes</title><link>https://langsat.ai/resources/insights/from-sql-to-trained-model/</link><guid isPermaLink="true">https://langsat.ai/resources/insights/from-sql-to-trained-model/</guid><description>Walkthrough: connect a Postgres database, define a prediction task, and deploy a real model — no code.</description><pubDate>Sat, 28 Mar 2026 00:00:00 GMT</pubDate><category>tutorial</category><category>getting-started</category><author>Langsat Team</author></item></channel></rss>