cancel
Showing results for 
Search instead for 
Did you mean: 
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.
cancel
Showing results for 
Search instead for 
Did you mean: 

Forum Posts

Rahul-vlk
by New Contributor
  • 70 Views
  • 1 replies
  • 1 kudos

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...

  • 70 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 ...

  • 1 kudos
snarayan
by New Contributor
  • 116 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
  • 116 Views
  • 1 replies
  • 1 kudos
Latest Reply
snarayan
New Contributor
  • 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...

  • 1 kudos
Suheb
by New Contributor III
  • 59 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?

  • 59 Views
  • 1 replies
  • 0 kudos
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...

  • 0 kudos
old_school
by New Contributor II
  • 200 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...

  • 200 Views
  • 3 replies
  • 2 kudos
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?

  • 2 kudos
2 More Replies
tarunnagar
by New Contributor III
  • 309 Views
  • 6 replies
  • 0 kudos

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...

  • 309 Views
  • 6 replies
  • 0 kudos
Latest Reply
Suheb
New Contributor III
  • 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...

  • 0 kudos
5 More Replies
Louis_Frolio
by Databricks Employee
  • 177 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...

  • 177 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 ...

  • 3 kudos
Karthik_Karanm
by New Contributor III
  • 2494 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...

  • 2494 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...

  • 3 kudos
4 More Replies
Khaja_Zaffer
by Contributor III
  • 282 Views
  • 3 replies
  • 1 kudos

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 ...

  • 282 Views
  • 3 replies
  • 1 kudos
Latest Reply
bianca_unifeye
New Contributor III
  • 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...

  • 1 kudos
2 More Replies
ankitmishra
by New Contributor
  • 191 Views
  • 1 replies
  • 0 kudos

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

  • 191 Views
  • 1 replies
  • 0 kudos
Latest Reply
bianca_unifeye
New Contributor III
  • 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 ...

  • 0 kudos
frankc
by New Contributor III
  • 1583 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...

  • 1583 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...

  • 6 kudos
4 More Replies
smferro54epam
by New Contributor II
  • 525 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...

  • 525 Views
  • 4 replies
  • 2 kudos
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!

  • 2 kudos
3 More Replies
old_school
by New Contributor II
  • 327 Views
  • 1 replies
  • 1 kudos

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...

  • 327 Views
  • 1 replies
  • 1 kudos
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
  • 199 Views
  • 2 replies
  • 2 kudos

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...

  • 199 Views
  • 2 replies
  • 2 kudos
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...

  • 2 kudos
1 More Replies
Mariano-Vertiz
by New Contributor II
  • 690 Views
  • 5 replies
  • 1 kudos

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...

  • 690 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 ...

  • 1 kudos
4 More Replies
brahaman
by New Contributor II
  • 467 Views
  • 2 replies
  • 1 kudos

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...

  • 467 Views
  • 2 replies
  • 1 kudos
Latest Reply
MandyR
Databricks Employee
  • 1 kudos

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

  • 1 kudos
1 More Replies