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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

Suheb
by Contributor
  • 198 Views
  • 3 replies
  • 2 kudos

How do I integrate third-party ML/AI libraries with Databricks GenAI workflows?

How can I use external AI libraries inside my Databricks GenAI projects?

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

You can use third-party ML/AI libraries in Databricks GenAI by installing them on your cluster or notebook (%pip install library-name), importing them in your code, and then integrating their outputs into your GenAI workflows. For large models, use a...

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Suheb
by Contributor
  • 155 Views
  • 1 replies
  • 1 kudos

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?

  • 155 Views
  • 1 replies
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Latest Reply
KaushalVachhani
Databricks Employee
  • 1 kudos

@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
  • 2 replies
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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...

  • 282 Views
  • 2 replies
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Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 2 kudos

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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Rahul-vlk
by New Contributor
  • 190 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...

  • 190 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
  • 1 kudos

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
  • 182 Views
  • 1 replies
  • 0 kudos

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?

  • 182 Views
  • 1 replies
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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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old_school
by New Contributor II
  • 258 Views
  • 3 replies
  • 2 kudos

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...

  • 258 Views
  • 3 replies
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Latest Reply
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
  • 503 Views
  • 6 replies
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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...

  • 503 Views
  • 6 replies
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Latest Reply
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
  • 291 Views
  • 1 replies
  • 3 kudos

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...

  • 291 Views
  • 1 replies
  • 3 kudos
Latest Reply
Brahmareddy
Esteemed Contributor
  • 3 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 ...

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Karthik_Karanm
by New Contributor III
  • 2758 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...

  • 2758 Views
  • 5 replies
  • 3 kudos
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 Contributor III
  • 338 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 ...

  • 338 Views
  • 3 replies
  • 1 kudos
Latest Reply
bianca_unifeye
Contributor
  • 1 kudos

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 New Contributor
  • 235 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

  • 235 Views
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Latest Reply
bianca_unifeye
Contributor
  • 0 kudos

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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frankc
by New Contributor III
  • 1798 Views
  • 5 replies
  • 6 kudos

OpenAi gpt-oss support for responses API?

I was looking forward to using there openAI responses API when the new gpt-oss models were added to Databricks.The openAI website states these model are compatible with the responses API.However, it does not seem to support it on Databricks. See erro...

  • 1798 Views
  • 5 replies
  • 6 kudos
Latest Reply
CharlotteMarti2
New Contributor III
  • 6 kudos

That’s expected — Databricks’ current GPT-OSS integration only supports /completions and /chat/completions endpoints, not the /responses API yet. The OpenAI Responses API compatibility mentioned on OpenAI’s site applies to OpenAI-hosted models, not t...

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smferro54epam
by New Contributor II
  • 603 Views
  • 4 replies
  • 2 kudos

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...

  • 603 Views
  • 4 replies
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Latest Reply
smferro54epam
New Contributor II
  • 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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3 More Replies
old_school
by New Contributor II
  • 449 Views
  • 1 replies
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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...

  • 449 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