https://community.databricks.com/t5/mvp-articles/dual-speed-ai-apps-on-databricks-keep-the-product-stable-while/m-p/167543#M288 <P>Hi Databricks Community <span class="lia-unicode-emoji" title=":waving_hand:">👋</span></P><P>I've just published&nbsp; adeep dive on <STRONG>dual-speed (bimodal) AI app architecture</STRONG>: keep the <STRONG>deterministic application layer&nbsp;</STRONG>stable (auth, workflows, migrations), while iterating quickly on the <STRONG>intelligence layer</STRONG> (prompts, model routing, retrieval, A/B tests) behind a clean contract boundary.</P><P><STRONG>Key takeaways:</STRONG></P><UL><LI>Why GenAI products naturally need <STRONG>two different layers</STRONG></LI><LI>What the <STRONG>App ↔ Intelligence contract</STRONG> must guarantee&nbsp;</LI><LI>Tradeoffs between <STRONG>API vs DB vs shared library</STRONG> boundaries</LI><LI>A Databricks-flavored mapping for services like Apps, Lakeflow Jobs, Model Serving, Lakebase etc.</LI></UL><P><span class="lia-unicode-emoji" title=":right_arrow:">➡️</span> <STRONG>Full article on Medium:</STRONG><BR /><A class="" href="https://medium.com/hiflylabs/bimodal-ai-app-stack-on-databricks-how-to-keep-the-product-stable-while-shipping-intelligence-acaa704a2856" target="_new" rel="noopener">https://medium.com/hiflylabs/bimodal-ai-app-stack-on-databricks-how-to-keep-the-product-stable-while-shipping-intelligence-acaa704a2856</A></P> Fri, 04 Sep 2026 11:51:53 GMT Paldom 2026-09-04T11:51:53Z https://community.databricks.com/t5/mvp-articles/dual-speed-ai-apps-on-databricks-keep-the-product-stable-while/m-p/167543#M288 <P>Hi Databricks Community <span class="lia-unicode-emoji" title=":waving_hand:">👋</span></P><P>I've just published&nbsp; adeep dive on <STRONG>dual-speed (bimodal) AI app architecture</STRONG>: keep the <STRONG>deterministic application layer&nbsp;</STRONG>stable (auth, workflows, migrations), while iterating quickly on the <STRONG>intelligence layer</STRONG> (prompts, model routing, retrieval, A/B tests) behind a clean contract boundary.</P><P><STRONG>Key takeaways:</STRONG></P><UL><LI>Why GenAI products naturally need <STRONG>two different layers</STRONG></LI><LI>What the <STRONG>App ↔ Intelligence contract</STRONG> must guarantee&nbsp;</LI><LI>Tradeoffs between <STRONG>API vs DB vs shared library</STRONG> boundaries</LI><LI>A Databricks-flavored mapping for services like Apps, Lakeflow Jobs, Model Serving, Lakebase etc.</LI></UL><P><span class="lia-unicode-emoji" title=":right_arrow:">➡️</span> <STRONG>Full article on Medium:</STRONG><BR /><A class="" href="https://medium.com/hiflylabs/bimodal-ai-app-stack-on-databricks-how-to-keep-the-product-stable-while-shipping-intelligence-acaa704a2856" target="_new" rel="noopener">https://medium.com/hiflylabs/bimodal-ai-app-stack-on-databricks-how-to-keep-the-product-stable-while-shipping-intelligence-acaa704a2856</A></P> Fri, 04 Sep 2026 11:51:53 GMT https://community.databricks.com/t5/mvp-articles/dual-speed-ai-apps-on-databricks-keep-the-product-stable-while/m-p/167543#M288 Paldom 2026-09-04T11:51:53Z