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Generative AI
Explore discussions on generative artificial intelligence techniques and applications within the Databricks Community. Share ideas, challenges, and breakthroughs in this cutting-edge field.
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Forum Posts

Ale_Armillotta
by Valued Contributor II
  • 1440 Views
  • 2 replies
  • 1 kudos

Resolved! How to deploy an Agent

Hi everyone, I’m currently developing several Databricks Agents using a custom Claude skill to integrate Databricks Asset Bundles (DABs), Mosaic AI frameworks, and LangGraph. My current workflow is the following: I develop the agents locally.For depl...

  • 1440 Views
  • 2 replies
  • 1 kudos
Latest Reply
emma_s
Databricks Employee
  • 1 kudos

Hey, your approach is a common pattern. But there has been a recent shift where we now recommend creating the agents as databricks apps instead. This allows you to not do pipeline execution steps. Here are a couple of articles you may find helpful. h...

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timbaron
by New Contributor II
  • 2565 Views
  • 11 replies
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Can't Access Agents

Hi there, I'm very new to Databricks and I wanted to try out Agents. At first, I thought I couldn't access Agents because I was on a Trial account, so I added my CC to the subscription. Unfortunately, I still can't access the feature, not to mention ...

timbaron_0-1768551967780.png
  • 2565 Views
  • 11 replies
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Latest Reply
BadrErraji
New Contributor III
  • 0 kudos

no support whatsoever

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jAAmes_bentley
by Databricks Partner
  • 1366 Views
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Model Serving Endpoints Scaling From Zero Forever

Hello,When deploying agents via a Serving Endpoint with "Scale To Zero" enabled, we are encountering that at seemingly random times, when we hit the endpoint to wake it up, it will begin to "Scale From Zero", but will never become fully available. Th...

  • 1366 Views
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SteveOstrowski
Databricks Employee
  • 0 kudos

Hi @jAAmes_bentley, There are multiple possible root causes, so let me walk through them so you can diagnose which applies to your situation. WHAT HAPPENS DURING SCALE-FROM-ZERO When an endpoint scales from zero, Databricks must: 1. Acquire comp...

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joaoaugustofb
by New Contributor
  • 329 Views
  • 1 replies
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Ai query parallel calls

I’m trying to optimize ai_query calls on a table and wanted to get some ideas.So far, I’ve tried repartitioning the DataFrame before running spark.sql(ai_query), but I didn’t see any meaningful performance gains. I also experimented with running mult...

  • 329 Views
  • 1 replies
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pavannaidu
Databricks Employee
  • 1 kudos

When you are using ai_query(), there are two main aspects to performance:  Model serving endpointSQL warehouse / Compute cluster   Very likely, the performance is throttled by the model-serving endpoint's concurrency limit. Reference: https://docs.d...

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snarayan
by New Contributor III
  • 870 Views
  • 3 replies
  • 4 kudos

Multi‑Agent Supervisor: url_citation (source links) not shown in Playground — why and how to enable?

I’m seeing a difference in citation behavior between a single Knowledge Assistant (KA) agent and the Multi‑Agent Supervisor setup.What I testedIn Agent Bricks → Knowledge Assistant, I created an agent that returns citations with links (e.g., url_cita...

  • 870 Views
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Latest Reply
Hubert-Dudek
Databricks MVP
  • 4 kudos

@snarayan great feedback what should be improved!

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Nadav
by New Contributor II
  • 2012 Views
  • 3 replies
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Resolved! Information Extraction Agent - Update Agent failed

Hi everyone,I’m running into a persistent issue when trying to save an Information Extraction Agent in Databricks.Every time I click Save and update, I get: Update Agent failed. Failed to save AgentThis happens regardless of what I change — schema, g...

  • 2012 Views
  • 3 replies
  • 5 kudos
Latest Reply
tarunnagar
Contributor
  • 5 kudos

It sounds like the update for your Information Extraction Agent didn’t go through successfully. A few things you could try:Check logs – Look for any error messages during the update process; they often give clues about what went wrong.Verify dependen...

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Tinjar
by Databricks Partner
  • 1562 Views
  • 3 replies
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Resolved! Testing out Agentic Capabilities

So I am creating a POV on Databricks' agentic capabilities and wanted to showcase its abilities through a simple change pipeline.A user asks for changes in a specific table in a schema -> based on metadata info from our lake table info is received ->...

  • 1562 Views
  • 3 replies
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Latest Reply
CharlotteMarti2
New Contributor III
  • 0 kudos

Yes, it’s viable — Databricks’ in-house agents can handle that workflow if you define each stage as callable Python tools. The key is robust function design and proper metadata access. However, you might find integrating Unity Catalog and Git integra...

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GiriSreerangam
by Databricks Partner
  • 2191 Views
  • 4 replies
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AI Agents - calling custom code and databricks jobs

Hi EveryoneI am building AI Agents; my requirement is to call custom tool logic (which was not possible using a unity catalog function) and databricks jobs. I could not find much of documentation on these scenarios. If someone could share any referen...

  • 2191 Views
  • 4 replies
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Latest Reply
jamesl
Databricks Employee
  • 2 kudos

Hi @GiriSreerangam , can you share what you are trying to do with the custom tool? You might be able to implement with a custom MCP server. Here are some other resources that may help:  https://github.com/JustTryAI/databricks-mcp-serverhttps://github...

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atharvaghodekar
by Databricks Partner
  • 2023 Views
  • 5 replies
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Resolved! Databricks Free Edition - AI Agent Export Limitation

Hi, I am following the Databricks AI Agent guide to create a custom agent using my functions. However, in the Free Edition, I do not see the option to export the agent from the Playground. Is this feature unavailable in Free Edition, or is there a wo...

  • 2023 Views
  • 5 replies
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Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 5 kudos

Ok @atharvaghodekar , so there's no export button (neither on premium workspace as @WiliamRosa stated above).I think they refactor UI and now the same functionality is under Tools -> Create agent notebook.  So, in tutorial export button is reposonsib...

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irfanghat
by New Contributor II
  • 4022 Views
  • 4 replies
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LangChain Compatibility in Databricks – Painfully Inconsistent Experience

Hey all,Is anyone else experiencing major friction when using LangChain within Databricks?Even after carefully pinning versions like:%pip install \ loguru \ mlflow==2.10.1 \ langchain==0.1.5 \ langchain-google-vertexai \ databricks-vectorse...

  • 4022 Views
  • 4 replies
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Latest Reply
irfanghat
New Contributor II
  • 3 kudos

I'll definitely look into installing libraries at the cluster level via init scripts makes a lot of sense for stability and reproducibility. I hadn't considered that approach, so I really appreciate you highlighting that and providing the relevant Da...

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