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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

Sujitha
by Databricks Employee
  • 30821 Views
  • 19 replies
  • 34 kudos

Databricks Announces the Industry’s First Generative AI Engineer Learning Pathway and Certification

Today, we are announcing the industry's first Generative AI Engineer learning pathway and certification to help ensure that data and AI practitioners have the resources to be successful with generative AI. At Databricks, we recognize that generative ...

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  • 30821 Views
  • 19 replies
  • 34 kudos
Latest Reply
Poorva21
New Contributor II
  • 34 kudos

This is an exciting step forward from Databricks! Looking forward to diving into the curriculum and exploring what's next in the world of data + AI! Thanks for sharing @Sujitha 

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Hemanthr
by New Contributor
  • 130 Views
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Genie - Value dictionary

When I add the tables to the genie space, it automatically turns on the value dictionary for first 120 string fields, Is there a way to disable them by default and add only to the needed fields later?I am working in curating responses for around 15 t...

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Hubert-Dudek
Databricks MVP
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"Value sampling is enabled by default for all Genie spaces." The only solution that I see is to build json and use as a serialized_space template https://docs.databricks.com/api/azure/workspace/genie/getspace

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Suheb
by Contributor
  • 151 Views
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How do I build a robust multi-agent system (e.g. using Agent Bricks / Genie) on Databricks, while en

How can I set up several AI agents on Databricks that work together at the same time, and make sure they don’t mess up the data or break the system?

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Latest Reply
KaushalVachhani
Databricks Employee
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@Suheb, Depends on your usecase. However, if it fits, I would recommend that you start with a multi-agent supervisor if you have the agents from the list below An existing Agent Bricks: Knowledge Assistant(/generative-ai/agent-bricks/knowledge-assist...

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snarayan
by New Contributor III
  • 282 Views
  • 3 replies
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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...

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Hubert-Dudek
Databricks MVP
  • 4 kudos

@snarayan great feedback what should be improved!

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snarayan
by New Contributor III
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How to Increase HTTP Request Timeout for Databricks App Beyond 120 Seconds?

I’ve built a Databricks App using Gradio that leverages predict_stream to get streaming responses from a multi-agent supervisor. The app coordinates reasoning across four knowledge agents, so the model uses a long chain-of-thought process before retu...

  • 280 Views
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Latest Reply
szymon_dybczak
Esteemed Contributor III
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Hi @snarayan ,I think you might be hitting timeout from model serving endpoint:Debug model serving timeouts - Azure Databricks | Microsoft LearnYou can try to increase timeout using environment variables using the Serving UI or programmatically using...

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maikel
by New Contributor III
  • 437 Views
  • 9 replies
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Resolved! Custom MCP deployment

Hi Community!I have a question - could somebody please guide me how to deploy my custom MCP server to databricks?What I would like to achieve is the following:I have a unity catalog in databricks for which I would like to have MCPif the data in unity...

  • 437 Views
  • 9 replies
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Latest Reply
maikel
New Contributor III
  • 2 kudos

@Hubert-Dudek ! Okay, I did not know about it! Unfortunately in my databricks workspace a can see Agent Bricks as Coming Soon  

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Shivani_Pande
by New Contributor II
  • 293 Views
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Resolved! Serving model issue in databricks

I’m facing an issue while trying to deploy a custom pyfunc model for Qwen3-Embedding-8B (GGUF format) registered in Unity Catalog. The GGUF model file is stored inside a Unity Catalog Volume, and during model training and registration everything work...

  • 293 Views
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Latest Reply
Shivani_Pande
New Contributor II
  • 3 kudos

Thank you so much. That solved my problem

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Prashanthkumar
by New Contributor III
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  • 5 replies
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Resolved! Databricks Genie new space creation using API

I am exploring an option to see if Databricks Genie can be created using API or using python script?

  • 1536 Views
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Latest Reply
mcassis15
Databricks Employee
  • 2 kudos

A recent update introduced the ability to create, update, and delete genie spaces. By stringing these together into your CI/CD pipeline, you should be able to accomplish everything you need. It is not in the SDK or DABs quite yet, but keep an eye out...

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Suheb
by Contributor
  • 168 Views
  • 3 replies
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What is the core goal of your project or what problem are you trying to solve with generative AI or

What problem are you trying to solve using Databricks and generative AI?

  • 168 Views
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Latest Reply
iyashk-DB
Databricks Employee
  • 1 kudos

Below are high-impact problems you can solve with Databricks and generative AI, grounded in your enterprise data and governed end to end. Customer and employee knowledge accessBuild RAG-powered knowledge assistants that answer questions over your pr...

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shivamrai162
by New Contributor III
  • 298 Views
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Resolved! Multi Agent Supervisor not able to coordinate with genie when deployed as a databricks app

Hello,I've provided necessary permissions to a chatbot that i created using DAB and deployed on databricks apps following this documentation. At the backend its using below agentsMulti Agent SupervisorKnowledge AssistantAI/BI GenieI've provided can_q...

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  • 298 Views
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Latest Reply
shivamrai162
New Contributor III
  • 2 kudos

Hello Bianca,After following what you told, i found issues at two levelsOne was the missing genie-space configuration within databricks.ymlOther was with granting permissions to the service principal (app identity) access to the underlying tables.tha...

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rafaelgildin
by New Contributor II
  • 385 Views
  • 3 replies
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Error from mlflow traces in Databricks notebook

I'm unable to log my traces in my mlflow experiments.The goal is to have the tracing from my genAI calls like described in Tutorial: Connect your development environment to MLflow .So I'm able to create my experiment run, but they are every time empt...

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  • 385 Views
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Latest Reply
iyashk-DB
Databricks Employee
  • 1 kudos

@rafaelgildin , I see that you have raised an Issue in the OSS mlflow repo, while the issue that you are encountering is on Databricks. The issue here is that you are explicitly adding trace.set_tracer_provider(tracer_provider). Databricks installs i...

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Rahul-vlk
by New Contributor
  • 188 Views
  • 1 replies
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model-specific tools (code interpreters, search, etc.) for OpenAI / Anthropic / Google

Hi,I’m happy to see that the latest models from the three major AI labs (OpenAI, Anthropic, and Google) are now available on Databricks. I had a follow-up question about what exactly is supported.Is Databricks only exposing the base models, or are so...

  • 188 Views
  • 1 replies
  • 1 kudos
Latest Reply
iyashk-DB
Databricks Employee
  • 1 kudos

Hi @Rahul-vlk  You can use the models both as Databricks-hosted “first‑party” endpoints and via “external model” endpoints that proxy to the provider’s hosted APIs, all through a unified, OpenAI‑compatible interface for chat, embeddings, vision, and ...

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snarayan
by New Contributor III
  • 256 Views
  • 1 replies
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Resolved! Lakesense Auth Error When Creating Multiple Knowledge Assistant Agents in Databricks

I’m encountering an issue related to Lakesense authentication when working with Agent Bricks Knowledge Assistant (KA) agents (I recreated thisAgent Bricks Knowledge Assistant agent), and I haven’t found any documentation on this. Hoping someone here ...

Generative AI
Agent Bricks
  • 256 Views
  • 1 replies
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Latest Reply
snarayan
New Contributor III
  • 1 kudos

Update: The new agents I create are now working as expected. A Databricks architect suggested that the earlier issue might have been due to a backend outage, since customers typically shouldn’t encounter Lakesense errors. At this point, any newly cre...

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Suheb
by Contributor
  • 181 Views
  • 1 replies
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How do I build a retrieval-augmented generation (RAG) pipeline on Databricks — what are the best pra

How can I build an AI system (using Databricks) where the AI model doesn’t just rely on its built-in knowledge, but also retrieves real information from a database or documents before answering?

  • 181 Views
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Latest Reply
KaushalVachhani
Databricks Employee
  • 0 kudos

@Suheb , We have a bunch of resources around Databricks RAG. Did you have a chance to look at the available documentation? Adding a few of them below. Databricks docs for RAG: https://docs.databricks.com/aws/en/generative-ai/retrieval-augmented-gener...

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Rajat-TVSM
by New Contributor III
  • 200 Views
  • 2 replies
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Random/Rare Bad Request error with Agent Serving endpoint

Whats the reason behind receiving below error at some rare occassions (once in a month)?"error_code": "BAD_REQUEST", "message": "Encountered an unexpected error while evaluating the model. Verify that the input is compatible with the model for infere...

  • 200 Views
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Latest Reply
iyashk-DB
Databricks Employee
  • 1 kudos

@Rajat-TVSM  That message is the generic model-serving “bad request” wrapper we return when a predict operation fails or the request doesn’t match the model’s expected input. The quickest way forward is to validate your payload against the model sign...

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OliverMini
by New Contributor
  • 320 Views
  • 1 replies
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Resolved! How to retrieve Genie's narrative text summary (final_summary) via API?

Dear Databricks Community,I am trying to programmatically access the narrative text summary that Databricks Genie displays in the UI, but I cannot find it in the public API responses.What I see in the UI: When I ask Genie a question, the UI displays ...

  • 320 Views
  • 1 replies
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Latest Reply
stbjelcevic
Databricks Employee
  • 1 kudos

Hi @OliverMini , The “answer summary”/“final summary” shown in the UI is a newer attachment type and is not yet exposed in the public API. It is being tracked internally as a potential enhancement as there appears to be a good amount of demand for it...

  • 1 kudos

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