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    <title>topic Learn Databricks AI Agents | Build, Deploy &amp;amp; Evaluate on Databricks Platform in Community Articles</title>
    <link>https://community.databricks.com/t5/community-articles/learn-databricks-ai-agents-build-deploy-amp-evaluate-on/m-p/169855#M1609</link>
    <description>&lt;DIV style="width: 100%; margin: 0 auto; font-family: Arial,Helvetica,sans-serif; color: #1b3139;"&gt;
&lt;DIV style="background-color: #1b3139; padding: 32px 34px 30px 34px; border-radius: 14px 14px 0 0; overflow: hidden;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-left" image-alt="DAT_Stacked_Lock_up_Full_Color_White@2x.png" style="width: 104px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29975iB27742B0C457B7AC/image-size/medium?v=v2&amp;amp;px=400" width="104" role="button" title="DAT_Stacked_Lock_up_Full_Color_White@2x.png" alt="DAT_Stacked_Lock_up_Full_Color_White@2x.png" /&gt;&lt;/span&gt;
&lt;DIV style="color: #9fb0b6; font-size: 13px; font-weight: bold; letter-spacing: 2px; text-transform: uppercase;"&gt;Databricks Training &amp;amp; Certifications&lt;/DIV&gt;
&lt;DIV style="color: #ffffff; font-size: 26px; font-weight: 800; line-height: 1.25; margin-top: 4px;"&gt;Learn Databricks AI Agents &lt;span class="lia-unicode-emoji" title=":robot_face:"&gt;🤖&lt;/span&gt;&lt;/DIV&gt;
&lt;DIV style="color: #c8d0d3; font-size: 14px; margin-top: 6px;"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;Systems that reason, call tools, and take action - built on the Databricks Platform.&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;DIV style="background-color: #f5f3ef; padding: 24px 34px 28px 34px;"&gt;
&lt;DIV style="text-align: center; margin-bottom: 22px;"&gt;&lt;A style="display: inline-block; background-color: #ffe1db; color: #c42a17; font-size: 13px; font-weight: 800; padding: 8px 16px; border-radius: 24px; text-decoration: none; margin: 0 5px 8px 0;" target="_blank"&gt;&lt;span class="lia-unicode-emoji" title=":robot_face:"&gt;🤖&lt;/span&gt; Agentic AI&lt;/A&gt; &lt;A style="display: inline-block; background-color: #ffe1db; color: #c42a17; font-size: 13px; font-weight: 800; padding: 8px 16px; border-radius: 24px; text-decoration: none; margin: 0 5px 8px 0;" target="_blank"&gt;&lt;span class="lia-unicode-emoji" title=":high_voltage:"&gt;⚡&lt;/span&gt; Mosaic AI &amp;amp; Agent Bricks&lt;/A&gt; &lt;A style="display: inline-block; background-color: #ffe1db; color: #c42a17; font-size: 13px; font-weight: 800; padding: 8px 16px; border-radius: 24px; text-decoration: none; margin: 0 5px 8px 0;" target="_blank"&gt;🧠 Persistent memory&lt;/A&gt;&lt;/DIV&gt;
&lt;DIV style="font-size: 17px; line-height: 1.6; color: #3b4a52;"&gt;&lt;STRONG&gt;AI agents&lt;/STRONG&gt; are systems that reason, plan, and take action on their own - calling tools, retrieving knowledge, and completing multi-step tasks. On Databricks you build, deploy, and evaluate them with &lt;STRONG&gt;Mosaic AI&lt;/STRONG&gt; and &lt;STRONG&gt;Agent Bricks&lt;/STRONG&gt;, all governed by Unity Catalog.&lt;/DIV&gt;
&lt;DIV style="font-size: 17px; line-height: 1.6; color: #3b4a52; margin-top: 14px;"&gt;The catalog offers &lt;STRONG&gt;three AI Agents courses&lt;/STRONG&gt; across two levels - from a free onboarding intro to hands-on Associate labs that give your agents durable memory. Follow the path below. &lt;span class="lia-unicode-emoji" title=":backhand_index_pointing_down:"&gt;👇&lt;/span&gt;&lt;/DIV&gt;
&lt;DIV style="margin: 30px 0 14px 0;"&gt;&lt;A style="display: inline-block; width: 34px; height: 34px; line-height: 34px; text-align: center; background-color: #ff3621; color: #ffffff; font-size: 16px; font-weight: 800; border-radius: 50%; text-decoration: none; vertical-align: middle; margin-right: 12px;" target="_blank"&gt;1&lt;/A&gt; &lt;SPAN&gt;Start here&lt;/SPAN&gt; &lt;SPAN&gt;· Onboarding&lt;/SPAN&gt;&lt;/DIV&gt;
&lt;DIV style="background-color: #ffffff; border-left: 5px solid #FF3621; border-radius: 0 12px 12px 0; padding: 20px 22px; margin-bottom: 6px;"&gt;&lt;A style="display: inline-block; background-color: #ffe1db; color: #c42a17; font-size: 12px; font-weight: 800; padding: 4px 12px; border-radius: 20px; text-decoration: none;" target="_blank"&gt;Onboarding · 2H&lt;/A&gt;
&lt;DIV style="font-size: 18px; font-weight: 800; color: #1b3139; line-height: 1.3; margin-top: 10px;"&gt;Get Started with AI Agents on Databricks&lt;/DIV&gt;
&lt;DIV style="font-size: 14px; line-height: 1.55; color: #5a6a72; margin-top: 8px;"&gt;Learn what agents are, how they differ from traditional AI systems, and their key components - then build, deploy, and evaluate your first agent with Mosaic AI and Agent Bricks through interactive demos and hands-on labs.&lt;/DIV&gt;
&lt;DIV style="margin-top: 14px;"&gt;&lt;A style="display: inline-block; background-color: #ff3621; color: #ffffff; font-size: 13px; font-weight: 800; text-decoration: none; padding: 10px 18px; border-radius: 8px; margin: 0 8px 8px 0;" href="https://www.databricks.com/training/catalog/get-started-with-ai-agents-on-databricks-4464?itm_source=www&amp;amp;itm_category=training&amp;amp;itm_page=catalog&amp;amp;itm_location=body&amp;amp;itm_component=general-asset-card&amp;amp;itm_offer=get-started-with-ai-agents-on-databricks-4464" target="_blank"&gt;Free · Self-paced →&lt;/A&gt; &lt;A style="display: inline-block; background-color: #ff3621; color: #ffffff; font-size: 13px; font-weight: 800; text-decoration: none; padding: 10px 18px; border-radius: 8px; margin: 0 8px 8px 0;" href="https://www.databricks.com/training/catalog/get-started-with-ai-agents-on-databricks-4459?itm_source=www&amp;amp;itm_category=training&amp;amp;itm_page=catalog&amp;amp;itm_location=body&amp;amp;itm_component=general-asset-card&amp;amp;itm_offer=get-started-with-ai-agents-on-databricks-4459" target="_blank"&gt;Free · Instructor-led →&lt;/A&gt; &lt;A style="display: inline-block; background-color: #1b3139; color: #ffffff; font-size: 13px; font-weight: 800; text-decoration: none; padding: 10px 18px; border-radius: 8px; margin: 0 8px 8px 0;" href="https://www.databricks.com/training/catalog/get-started-with-ai-agents-on-databricks-mandarin-chinese-5482?itm_source=www&amp;amp;itm_category=training&amp;amp;itm_page=catalog&amp;amp;itm_location=body&amp;amp;itm_component=general-asset-card&amp;amp;itm_offer=get-started-with-ai-agents-on-databricks-mandarin-chinese-5482" target="_blank"&gt;Free · Mandarin (中文) →&lt;/A&gt;&lt;/DIV&gt;
&lt;DIV style="font-size: 12px; line-height: 1.5; color: #8a969c; margin-top: 6px;"&gt;Self-paced also available in English, 日本語, and 한국어.&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;DIV style="margin: 30px 0 8px 0;"&gt;&lt;A style="display: inline-block; width: 34px; height: 34px; line-height: 34px; text-align: center; background-color: #ff3621; color: #ffffff; font-size: 16px; font-weight: 800; border-radius: 50%; text-decoration: none; vertical-align: middle; margin-right: 12px;" target="_blank"&gt;2&lt;/A&gt; &lt;SPAN&gt;Go deeper: Give your agents memory&lt;/SPAN&gt; &lt;SPAN&gt;· Associate&lt;/SPAN&gt;&lt;/DIV&gt;
&lt;DIV style="font-size: 15px; line-height: 1.6; color: #5a6a72; margin-bottom: 16px;"&gt;Real agents need to remember - both within a conversation and across sessions. These hands-on courses use &lt;STRONG&gt;Lakebase&lt;/STRONG&gt; as the persistence layer, with LangGraph checkpointers, MLflow tracing, and deployment as a Databricks App.&lt;/DIV&gt;
&lt;DIV style="background-color: #ffffff; border-left: 5px solid #FF3621; border-radius: 0 12px 12px 0; padding: 20px 22px; margin-bottom: 14px;"&gt;&lt;A style="display: inline-block; background-color: #ffe1db; color: #c42a17; font-size: 12px; font-weight: 800; padding: 4px 12px; border-radius: 20px; text-decoration: none;" target="_blank"&gt;Associate · 4H&lt;/A&gt;
&lt;DIV style="font-size: 18px; font-weight: 800; color: #1b3139; line-height: 1.3; margin-top: 10px;"&gt;Building Persistent Memory for AI Agents with Lakebase&lt;/DIV&gt;
&lt;DIV style="font-size: 14px; line-height: 1.55; color: #5a6a72; margin-top: 8px;"&gt;Give agents short-term and long-term memory with LangGraph's Checkpointer and Store, backed by Lakebase autoscaling. Build and test in notebooks, observe behavior through MLflow traces, and deploy a fully stateful agent as a Databricks App.&lt;/DIV&gt;
&lt;DIV style="margin-top: 14px;"&gt;&lt;A style="display: inline-block; background-color: #ff3621; color: #ffffff; font-size: 13px; font-weight: 800; text-decoration: none; padding: 10px 18px; border-radius: 8px; margin: 0 8px 8px 0;" href="https://www.databricks.com/training/catalog/building-persistent-memory-for-ai-agents-with-lakebase-on-databricks-5706?itm_source=www&amp;amp;itm_category=training&amp;amp;itm_page=catalog&amp;amp;itm_location=body&amp;amp;itm_component=general-asset-card&amp;amp;itm_offer=building-persistent-memory-for-ai-agents-with-lakebase-on-databricks-5706" target="_self"&gt;Free →&lt;/A&gt; &lt;A style="display: inline-block; background-color: #1b3139; color: #ffffff; font-size: 13px; font-weight: 800; text-decoration: none; padding: 10px 18px; border-radius: 8px; margin: 0 8px 8px 0;" href="https://www.databricks.com/training/catalog/building-persistent-memory-for-ai-agents-with-lakebase-on-databricks-5707?itm_source=www&amp;amp;itm_category=training&amp;amp;itm_page=catalog&amp;amp;itm_location=body&amp;amp;itm_component=general-asset-card&amp;amp;itm_offer=building-persistent-memory-for-ai-agents-with-lakebase-on-databricks-5707" target="_self"&gt;Paid / Subscription · Lab →&lt;/A&gt;&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;DIV style="background-color: #ffffff; border-left: 5px solid #FF3621; border-radius: 0 12px 12px 0; padding: 20px 22px; margin-bottom: 6px;"&gt;&lt;A style="display: inline-block; background-color: #ffe1db; color: #c42a17; font-size: 12px; font-weight: 800; padding: 4px 12px; border-radius: 20px; text-decoration: none;" target="_blank"&gt;Associate · 1H&lt;/A&gt;
&lt;DIV style="font-size: 18px; font-weight: 800; color: #1b3139; line-height: 1.3; margin-top: 10px;"&gt;AI Agents and Long-Term Memory on Lakebase&lt;/DIV&gt;
&lt;DIV style="font-size: 14px; line-height: 1.55; color: #5a6a72; margin-top: 8px;"&gt;A focused, hands-on lab: distinguish the three memory categories, persist a LangGraph conversation with a checkpointer, resume a thread after a restart, and recall facts across threads with a semantic store.&lt;/DIV&gt;
&lt;DIV style="margin-top: 14px;"&gt;&lt;A style="display: inline-block; background-color: #1b3139; color: #ffffff; font-size: 13px; font-weight: 800; text-decoration: none; padding: 10px 18px; border-radius: 8px; margin: 0 8px 8px 0;" href="https://www.databricks.com/training/catalog/ai-agents-and-long-term-memory-on-lakebase-6349?itm_source=www&amp;amp;itm_category=training&amp;amp;itm_page=catalog&amp;amp;itm_location=body&amp;amp;itm_component=general-asset-card&amp;amp;itm_offer=ai-agents-and-long-term-memory-on-lakebase-6349" target="_blank"&gt;Paid / Subscription · Lab →&lt;/A&gt;&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;DIV style="text-align: center; margin-top: 24px;"&gt;&lt;A style="display: inline-block; background-color: #ff3621; color: #ffffff; font-size: 15px; font-weight: 800; text-decoration: none; padding: 14px 30px; border-radius: 8px;" href="https://www.databricks.com/training/catalog?search=ai+agents" target="_blank"&gt;Browse all AI Agents courses in the catalog →&lt;/A&gt;&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;DIV style="background-color: #1b3139; padding: 22px 34px; border-radius: 0 0 14px 14px; text-align: center;"&gt;
&lt;DIV style="color: #c8d0d3; font-size: 13px; line-height: 1.6;"&gt;Reason. Act. Remember. Learn to build AI agents the right way with official Databricks training.&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;/DIV&gt;</description>
    <pubDate>Fri, 25 Sep 2026 17:23:24 GMT</pubDate>
    <dc:creator>Tushar_Parekar</dc:creator>
    <dc:date>2026-09-25T17:23:24Z</dc:date>
    <item>
      <title>Learn Databricks AI Agents | Build, Deploy &amp; Evaluate on Databricks Platform</title>
      <link>https://community.databricks.com/t5/community-articles/learn-databricks-ai-agents-build-deploy-amp-evaluate-on/m-p/169855#M1609</link>
      <description>&lt;DIV style="width: 100%; margin: 0 auto; font-family: Arial,Helvetica,sans-serif; color: #1b3139;"&gt;
&lt;DIV style="background-color: #1b3139; padding: 32px 34px 30px 34px; border-radius: 14px 14px 0 0; overflow: hidden;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-left" image-alt="DAT_Stacked_Lock_up_Full_Color_White@2x.png" style="width: 104px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29975iB27742B0C457B7AC/image-size/medium?v=v2&amp;amp;px=400" width="104" role="button" title="DAT_Stacked_Lock_up_Full_Color_White@2x.png" alt="DAT_Stacked_Lock_up_Full_Color_White@2x.png" /&gt;&lt;/span&gt;
&lt;DIV style="color: #9fb0b6; font-size: 13px; font-weight: bold; letter-spacing: 2px; text-transform: uppercase;"&gt;Databricks Training &amp;amp; Certifications&lt;/DIV&gt;
&lt;DIV style="color: #ffffff; font-size: 26px; font-weight: 800; line-height: 1.25; margin-top: 4px;"&gt;Learn Databricks AI Agents &lt;span class="lia-unicode-emoji" title=":robot_face:"&gt;🤖&lt;/span&gt;&lt;/DIV&gt;
&lt;DIV style="color: #c8d0d3; font-size: 14px; margin-top: 6px;"&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;Systems that reason, call tools, and take action - built on the Databricks Platform.&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;DIV style="background-color: #f5f3ef; padding: 24px 34px 28px 34px;"&gt;
&lt;DIV style="text-align: center; margin-bottom: 22px;"&gt;&lt;A style="display: inline-block; background-color: #ffe1db; color: #c42a17; font-size: 13px; font-weight: 800; padding: 8px 16px; border-radius: 24px; text-decoration: none; margin: 0 5px 8px 0;" target="_blank"&gt;&lt;span class="lia-unicode-emoji" title=":robot_face:"&gt;🤖&lt;/span&gt; Agentic AI&lt;/A&gt; &lt;A style="display: inline-block; background-color: #ffe1db; color: #c42a17; font-size: 13px; font-weight: 800; padding: 8px 16px; border-radius: 24px; text-decoration: none; margin: 0 5px 8px 0;" target="_blank"&gt;&lt;span class="lia-unicode-emoji" title=":high_voltage:"&gt;⚡&lt;/span&gt; Mosaic AI &amp;amp; Agent Bricks&lt;/A&gt; &lt;A style="display: inline-block; background-color: #ffe1db; color: #c42a17; font-size: 13px; font-weight: 800; padding: 8px 16px; border-radius: 24px; text-decoration: none; margin: 0 5px 8px 0;" target="_blank"&gt;🧠 Persistent memory&lt;/A&gt;&lt;/DIV&gt;
&lt;DIV style="font-size: 17px; line-height: 1.6; color: #3b4a52;"&gt;&lt;STRONG&gt;AI agents&lt;/STRONG&gt; are systems that reason, plan, and take action on their own - calling tools, retrieving knowledge, and completing multi-step tasks. On Databricks you build, deploy, and evaluate them with &lt;STRONG&gt;Mosaic AI&lt;/STRONG&gt; and &lt;STRONG&gt;Agent Bricks&lt;/STRONG&gt;, all governed by Unity Catalog.&lt;/DIV&gt;
&lt;DIV style="font-size: 17px; line-height: 1.6; color: #3b4a52; margin-top: 14px;"&gt;The catalog offers &lt;STRONG&gt;three AI Agents courses&lt;/STRONG&gt; across two levels - from a free onboarding intro to hands-on Associate labs that give your agents durable memory. Follow the path below. &lt;span class="lia-unicode-emoji" title=":backhand_index_pointing_down:"&gt;👇&lt;/span&gt;&lt;/DIV&gt;
&lt;DIV style="margin: 30px 0 14px 0;"&gt;&lt;A style="display: inline-block; width: 34px; height: 34px; line-height: 34px; text-align: center; background-color: #ff3621; color: #ffffff; font-size: 16px; font-weight: 800; border-radius: 50%; text-decoration: none; vertical-align: middle; margin-right: 12px;" target="_blank"&gt;1&lt;/A&gt; &lt;SPAN&gt;Start here&lt;/SPAN&gt; &lt;SPAN&gt;· Onboarding&lt;/SPAN&gt;&lt;/DIV&gt;
&lt;DIV style="background-color: #ffffff; border-left: 5px solid #FF3621; border-radius: 0 12px 12px 0; padding: 20px 22px; margin-bottom: 6px;"&gt;&lt;A style="display: inline-block; background-color: #ffe1db; color: #c42a17; font-size: 12px; font-weight: 800; padding: 4px 12px; border-radius: 20px; text-decoration: none;" target="_blank"&gt;Onboarding · 2H&lt;/A&gt;
&lt;DIV style="font-size: 18px; font-weight: 800; color: #1b3139; line-height: 1.3; margin-top: 10px;"&gt;Get Started with AI Agents on Databricks&lt;/DIV&gt;
&lt;DIV style="font-size: 14px; line-height: 1.55; color: #5a6a72; margin-top: 8px;"&gt;Learn what agents are, how they differ from traditional AI systems, and their key components - then build, deploy, and evaluate your first agent with Mosaic AI and Agent Bricks through interactive demos and hands-on labs.&lt;/DIV&gt;
&lt;DIV style="margin-top: 14px;"&gt;&lt;A style="display: inline-block; background-color: #ff3621; color: #ffffff; font-size: 13px; font-weight: 800; text-decoration: none; padding: 10px 18px; border-radius: 8px; margin: 0 8px 8px 0;" href="https://www.databricks.com/training/catalog/get-started-with-ai-agents-on-databricks-4464?itm_source=www&amp;amp;itm_category=training&amp;amp;itm_page=catalog&amp;amp;itm_location=body&amp;amp;itm_component=general-asset-card&amp;amp;itm_offer=get-started-with-ai-agents-on-databricks-4464" target="_blank"&gt;Free · Self-paced →&lt;/A&gt; &lt;A style="display: inline-block; background-color: #ff3621; color: #ffffff; font-size: 13px; font-weight: 800; text-decoration: none; padding: 10px 18px; border-radius: 8px; margin: 0 8px 8px 0;" href="https://www.databricks.com/training/catalog/get-started-with-ai-agents-on-databricks-4459?itm_source=www&amp;amp;itm_category=training&amp;amp;itm_page=catalog&amp;amp;itm_location=body&amp;amp;itm_component=general-asset-card&amp;amp;itm_offer=get-started-with-ai-agents-on-databricks-4459" target="_blank"&gt;Free · Instructor-led →&lt;/A&gt; &lt;A style="display: inline-block; background-color: #1b3139; color: #ffffff; font-size: 13px; font-weight: 800; text-decoration: none; padding: 10px 18px; border-radius: 8px; margin: 0 8px 8px 0;" href="https://www.databricks.com/training/catalog/get-started-with-ai-agents-on-databricks-mandarin-chinese-5482?itm_source=www&amp;amp;itm_category=training&amp;amp;itm_page=catalog&amp;amp;itm_location=body&amp;amp;itm_component=general-asset-card&amp;amp;itm_offer=get-started-with-ai-agents-on-databricks-mandarin-chinese-5482" target="_blank"&gt;Free · Mandarin (中文) →&lt;/A&gt;&lt;/DIV&gt;
&lt;DIV style="font-size: 12px; line-height: 1.5; color: #8a969c; margin-top: 6px;"&gt;Self-paced also available in English, 日本語, and 한국어.&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;DIV style="margin: 30px 0 8px 0;"&gt;&lt;A style="display: inline-block; width: 34px; height: 34px; line-height: 34px; text-align: center; background-color: #ff3621; color: #ffffff; font-size: 16px; font-weight: 800; border-radius: 50%; text-decoration: none; vertical-align: middle; margin-right: 12px;" target="_blank"&gt;2&lt;/A&gt; &lt;SPAN&gt;Go deeper: Give your agents memory&lt;/SPAN&gt; &lt;SPAN&gt;· Associate&lt;/SPAN&gt;&lt;/DIV&gt;
&lt;DIV style="font-size: 15px; line-height: 1.6; color: #5a6a72; margin-bottom: 16px;"&gt;Real agents need to remember - both within a conversation and across sessions. These hands-on courses use &lt;STRONG&gt;Lakebase&lt;/STRONG&gt; as the persistence layer, with LangGraph checkpointers, MLflow tracing, and deployment as a Databricks App.&lt;/DIV&gt;
&lt;DIV style="background-color: #ffffff; border-left: 5px solid #FF3621; border-radius: 0 12px 12px 0; padding: 20px 22px; margin-bottom: 14px;"&gt;&lt;A style="display: inline-block; background-color: #ffe1db; color: #c42a17; font-size: 12px; font-weight: 800; padding: 4px 12px; border-radius: 20px; text-decoration: none;" target="_blank"&gt;Associate · 4H&lt;/A&gt;
&lt;DIV style="font-size: 18px; font-weight: 800; color: #1b3139; line-height: 1.3; margin-top: 10px;"&gt;Building Persistent Memory for AI Agents with Lakebase&lt;/DIV&gt;
&lt;DIV style="font-size: 14px; line-height: 1.55; color: #5a6a72; margin-top: 8px;"&gt;Give agents short-term and long-term memory with LangGraph's Checkpointer and Store, backed by Lakebase autoscaling. Build and test in notebooks, observe behavior through MLflow traces, and deploy a fully stateful agent as a Databricks App.&lt;/DIV&gt;
&lt;DIV style="margin-top: 14px;"&gt;&lt;A style="display: inline-block; background-color: #ff3621; color: #ffffff; font-size: 13px; font-weight: 800; text-decoration: none; padding: 10px 18px; border-radius: 8px; margin: 0 8px 8px 0;" href="https://www.databricks.com/training/catalog/building-persistent-memory-for-ai-agents-with-lakebase-on-databricks-5706?itm_source=www&amp;amp;itm_category=training&amp;amp;itm_page=catalog&amp;amp;itm_location=body&amp;amp;itm_component=general-asset-card&amp;amp;itm_offer=building-persistent-memory-for-ai-agents-with-lakebase-on-databricks-5706" target="_self"&gt;Free →&lt;/A&gt; &lt;A style="display: inline-block; background-color: #1b3139; color: #ffffff; font-size: 13px; font-weight: 800; text-decoration: none; padding: 10px 18px; border-radius: 8px; margin: 0 8px 8px 0;" href="https://www.databricks.com/training/catalog/building-persistent-memory-for-ai-agents-with-lakebase-on-databricks-5707?itm_source=www&amp;amp;itm_category=training&amp;amp;itm_page=catalog&amp;amp;itm_location=body&amp;amp;itm_component=general-asset-card&amp;amp;itm_offer=building-persistent-memory-for-ai-agents-with-lakebase-on-databricks-5707" target="_self"&gt;Paid / Subscription · Lab →&lt;/A&gt;&lt;/DIV&gt;
&lt;/DIV&gt;
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&lt;/DIV&gt;</description>
      <pubDate>Fri, 25 Sep 2026 17:23:24 GMT</pubDate>
      <guid>https://community.databricks.com/t5/community-articles/learn-databricks-ai-agents-build-deploy-amp-evaluate-on/m-p/169855#M1609</guid>
      <dc:creator>Tushar_Parekar</dc:creator>
      <dc:date>2026-09-25T17:23:24Z</dc:date>
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