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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

snarayan
by New Contributor III
  • 629 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
  • 629 Views
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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
  • 1002 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?

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KaushalVachhani
Databricks Employee
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@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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old_school
by New Contributor II
  • 603 Views
  • 3 replies
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Tags are not getting propagated immediately to Genie space for filtering Data Assets

Hi Databricks Team,I have created a Table and added a tag to it but i couldn't see that tag immediately in the Genie Space for filtering. It seems to be an issue of eventual consistency. I added a tag to a table and it seems to take 2 days to reflect...

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old_school
New Contributor II
  • 2 kudos

Hi @Louis_Frolio ,Thanks for your inputs.Is there a way to add tables / views via SDK / API to Genie spaces?

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tarunnagar
by Contributor
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How to Use Databricks Repos for Collaborative Development and CI/CD Integration?

I’d like to gather insights, best practices, and real-world experiences from anyone who has worked with Databricks Repos for team-based development. Databricks Repos is designed to streamline source control, versioning, and automation, but the workfl...

  • 2904 Views
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Suheb
Contributor
  • 0 kudos

Databricks Repos make collaborative development easy by connecting notebooks to Git. You can work on branches, track changes, and sync with your team. Plus, they integrate with CI/CD pipelines, allowing automated testing and deployment of notebooks o...

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Louis_Frolio
by Databricks Employee
  • 1206 Views
  • 1 replies
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Why Agent Bricks Is a Game Changer

Check out Agent Bricks — Databricks’ new framework for building AI agents without writing a single line of code. Picture this: you describe your business challenge in plain English, point it at your data, and boom… a domain-specific agent comes to li...

  • 1206 Views
  • 1 replies
  • 4 kudos
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Brahmareddy
Esteemed Contributor
  • 4 kudos

Absolutely love the direction Databricks is heading with Agent Bricks — this is true innovation. Taking something as complex as building AI agents and turning it into a no-code, domain-aware, business-ready framework is a huge leap forward for teams ...

  • 4 kudos
Karthik_Karanm
by New Contributor III
  • 4324 Views
  • 5 replies
  • 3 kudos

Using Genie in Multi-Agent Systems — SQL Query Missing from Output

Hi Community,I’ve implemented a multi-agent system using Genie in Databricks, following the guide on "Use Genie in multi-agent systems | Databricks Documentation". The system integrates well with vector indexes, and everything works fine during model...

  • 4324 Views
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Latest Reply
mark_ott
Databricks Employee
  • 3 kudos

When using a custom Genie agent with the Databricks Genie REST API (GetMessage endpoint), extracting SQL queries and results works well as a standalone agent. However, integrating this custom agent into a multi-agent framework (especially when combin...

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Khaja_Zaffer
by Esteemed Contributor
  • 663 Views
  • 3 replies
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GEN AI IN HEALTHCARE

Hello everyone !!Good day!Happy halloween I am just curious to know those who are working with GEN AI or related projects in healthcare. Is GEN AI buzz word finally became a common word or still there is scope in real world projects. How do you this ...

  • 663 Views
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Latest Reply
bianca_unifeye
Databricks MVP
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Hi @Khaja_Zaffer ,Great question  and happy belated Halloween From what we’re seeing across clients in healthcare and life sciences, Generative AI has absolutely moved beyond the buzzword stage. It’s now being operationalised, but selectively, in are...

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ankitmishra
by Databricks Partner
  • 456 Views
  • 1 replies
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Resolved! RAG pipeline in Databricks

We have to implement a RAG pipeline in Databricks using Unity Catalog and Delta tables, We are a databricks partner company, can we have some credits to do over this PoC

  • 456 Views
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Latest Reply
bianca_unifeye
Databricks MVP
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Hi @ankitmishra,Yes, it is definitely possible to request credits for your PoC. The quickest route is to identify the Partner Solution Architect (PSA) assigned to your company account. They can submit the request on your behalf and even attach it to ...

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smferro54epam
by Databricks Partner
  • 1155 Views
  • 4 replies
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Can't connect to custom MCP Server

I've tried connecting from local environment, notebook and following the sample notebook here:https://docs.databricks.com/aws/en/generative-ai/mcp/custom-mcp?language=Local+environmentAnd I'm always getting the same error:httpx.ConnectError: All conn...

  • 1155 Views
  • 4 replies
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Latest Reply
smferro54epam
Databricks Partner
  • 2 kudos

I wasn't setting the MCP server as a streamable http, I've done that already and it works!

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old_school
by New Contributor II
  • 1048 Views
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Resolved! Error in output of databricks managed mcp server

Hi Databricks Community,Need suggestions.I have added two functions and I am able to use them. I am using Cursor IDE but in the logs I can see below error,2025-11-01 20:10:23.203 [info] Handling CreateClient action2025-11-01 20:10:23.203 [info] Creat...

  • 1048 Views
  • 1 replies
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Latest Reply
AbhaySingh
Databricks Employee
  • 1 kudos

The most important thing to know is: Databricks supports external MCP servers only if they use the Streamable HTTP transport mechanism. Client errors related to Streamable HTTP typically occur if the MCP server or client is not compliant with this tr...

  • 1 kudos
Mahsa
by New Contributor
  • 589 Views
  • 2 replies
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Load the HF pipeline in databricks

Hi all, I have a question about the integration of HF in Databricks.I'm struggling to save the models and datasets:For instance, for the code below, I got this error:ValueError: Could not load model nickwong64/bert-base-uncased-poems-sentiment with a...

  • 589 Views
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Latest Reply
Thompson2345
New Contributor III
  • 2 kudos

 The error happens because the model "nickwong64/bert-base-uncased-poems-sentiment" isn’t correctly registered as a SequenceClassification model in Hugging Face. You can try:Use AutoModelForSequenceClassification explicitly:  from transformers import...

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Mariano-Vertiz
by New Contributor II
  • 1560 Views
  • 5 replies
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Resolved! Problems with unstructured_data_pipeline

Hi everyone,I'm currently working with the unstructured data pipeline in Databricks, using the official notebook provided by Databricks without any modifications. Strangely, despite being an out-of-the-box resource, the notebook fails during executio...

  • 1560 Views
  • 5 replies
  • 1 kudos
Latest Reply
dkushari
Databricks Employee
  • 1 kudos

Hi @Mariano-Vertiz - Which access mode are you using for your cluster - dedicated or standard? I think it is failing as a standard cluster does not allow the low-level operation it is trying to perform in cell 42. Is that where it's failing? I tried ...

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brahaman
by New Contributor II
  • 719 Views
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Agent Serving Not Able To Use Route Optimisation

Hey y'all !I have model that I already serve with `agents.deploy` and works fine.I wanted to try out the Route Optimisation features as it can be found in the Edit tab of a model serving by adding in the creation via the API call (https://docs.databr...

  • 719 Views
  • 2 replies
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Latest Reply
MandyR
Community Manager
  • 1 kudos

@brahaman If this has solved your issue, please click the Accept as Solution button. Thanks! 

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mmoise
by New Contributor II
  • 834 Views
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Resolved! Cannot create databricks app using knowledge assistant

Hello, I built a knowledge assistant and I want to create a databricks app with it. I am using the streamlit chatbot template. I get an error "endpoint not supported". I can successfully create other databricks apps using models like claude sonnet. I...

  • 834 Views
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dkushari
Databricks Employee
  • 0 kudos

Hi @mmoise - It is not yet possible to create a DB app using an agent created from Agent Bricks KA. It will be added soon in the future. You can create a custom app, though. You can refer to the DB apps cookbook and use FastAPI as backend and React a...

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qlmahga2
by New Contributor III
  • 1659 Views
  • 2 replies
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Finally fix Claude Opus

It's been almost 3 months since the announcement of First-party Anthropic Claude Opus 4 on Databricks Mosaic AI Model Serving, but the model is still unavailable.It's listed in the pricing and documentation, but on the Serving endpoints page, it's be...

  • 1659 Views
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Latest Reply
jack_zaldivar
Databricks Employee
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Hi @qlmahga2 , it appears that Claude Sonnet 4 and Claude Sonnet 4.5 are both currently available. I'm not sure what it looked like when you asked this question, as I didn't check at that time. However, it looks like they should be available now. Can...

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