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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
  • 30937 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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  • 30937 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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18 More Replies
Rajat-TVSM
by New Contributor III
  • 216 Views
  • 2 replies
  • 1 kudos

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...

  • 216 Views
  • 2 replies
  • 1 kudos
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
  • 342 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 ...

  • 342 Views
  • 1 replies
  • 1 kudos
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
old_school
by New Contributor II
  • 271 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...

  • 271 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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stephs
by New Contributor
  • 215 Views
  • 1 replies
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agent bricks - can't figure out how to enable Knowledge Assistant

Hi, getting this error when trying to build a Knowledge Assistant agent: I have a premium account in the eastus region. The docs say I need to have a 'serverless budget policy' configured, but despite all my attempts, i can't get it to show up as an ...

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  • 215 Views
  • 1 replies
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Latest Reply
Thompson2345
New Contributor III
  • 1 kudos

Hi Steph, it sounds like the Knowledge Assistant requires a serverless budget policy linked to your premium account. If it’s not showing in admin settings, it’s often a region/configuration issue. I’d recommend:Double-check that your East US account ...

  • 1 kudos
the_peterlandis
by New Contributor II
  • 297 Views
  • 2 replies
  • 1 kudos

Resolved! Help with hybrid search function

I need help writing a filter.  I want to pre-filter a vector index before performing a hybrid search and create this as a function.  Below is a simple example of searching for products for a given customer.  A prefilter is key as this provides author...

  • 297 Views
  • 2 replies
  • 1 kudos
Latest Reply
KaushalVachhani
Databricks Employee
  • 1 kudos

@the_peterlandis, Yes, currently vector_search SQL function doesn't provide pre filter support. However, if you must implement the UC function for this, you can do it something like below using Python code with filters.   %sql CREATE OR REPLACE FUNCT...

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Saurabh2406
by New Contributor II
  • 242 Views
  • 1 replies
  • 3 kudos

Multi-agent chatbot Optimization

We have developed a multi-agent chatbot using LangGraph within the Databricks environment. The solution is functional, but we are facing challenges related to performance observability and end-to-end optimization.We need guidance in the following are...

  • 242 Views
  • 1 replies
  • 3 kudos
Latest Reply
stbjelcevic
Databricks Employee
  • 3 kudos

Hi @Saurabh2406 , This sounds like a fairly advanced use case - are you in touch with your account team at Databricks? They would be able to provide you with more detailed guidance on this use case. They could also get you connected with internal spe...

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tarunnagar
by Contributor
  • 592 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...

  • 592 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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Nadav
by New Contributor II
  • 412 Views
  • 3 replies
  • 5 kudos

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...

  • 412 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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shivamrai162
by New Contributor III
  • 344 Views
  • 2 replies
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Resolved! Agent Bricks Multi Agent Supervisor failing update

Hello,I recently created a Multi Agent supervisor yesterday and it is working fine till date but when i created a second Multi Agent Supervisor assistant, im facing below error: Endpoint update failedFailed to deploy : Quota Exceeded: You've hit the ...

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  • 344 Views
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Latest Reply
shivamrai162
New Contributor III
  • 0 kudos

Thanks Advika, I have deleted some of the endpoints and its working now. Also wanted to know if instead of deleting the endpoint, can I just pause it or scale it to zero to avoid endpoint cost.

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Rajat-TVSM
by New Contributor III
  • 463 Views
  • 3 replies
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Resolved! Measuring latency metrics like TTFT, TBT when deploying agents on Databricks

Is there an inbuilt method to measure latency metrics like TTFT, TBT when deploying agents on Databricks? Using MLFlow ChatAgent, ChatDatabricks/OpenAI client(workspace client)What would be the way to measure them in case no inbuilt method exists?

  • 463 Views
  • 3 replies
  • 0 kudos
Latest Reply
Louis_Frolio
Databricks Employee
  • 0 kudos

@Rajat-TVSM ,  You’re close: for production observability you can use server‑side tracing when you deploy agents on Databricks, and client‑side instrumentation when the app runs outside; you don’t have to rely only on the client side. What to use in ...

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epistoteles
by New Contributor II
  • 5017 Views
  • 3 replies
  • 1 kudos

Vector search index creation is incredibly slow

I am trying to create a vector search index for a Delta Table using Azure OpenAI embeddings (text-embedding-3-large). The table contains 5000 chunks with approx. 1000 tokens each. The OpenAI embeddings are generated through a Databricks model serving...

  • 5017 Views
  • 3 replies
  • 1 kudos
Latest Reply
amitkumarvish
New Contributor II
  • 1 kudos

@epistoteles I am also facing the same issue while delta table sync with Index. Could you please share if you have any work around or used some different appoarch to decrease latency.Thanks in advance.

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Mario_D
by New Contributor III
  • 531 Views
  • 4 replies
  • 1 kudos

Resolved! Agentic AI Workload Analyzer

Hello Databricks experts,In Automating Best Practices with Agentic AI Workload Analyzer, Krishna Satyavarapu and Nikhil Mishra mentioned  "The Agentic AI Workload Analyzer". Is it known when this will be available.cheersMario  

  • 531 Views
  • 4 replies
  • 1 kudos
Latest Reply
Thompson2345
New Contributor III
  • 1 kudos

Generative AI is transforming how we handle data and automation. The key challenge now is balancing model creativity with control — ensuring reliable outputs while keeping innovation at the core.

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3 More Replies
tsukitsune
by New Contributor II
  • 725 Views
  • 8 replies
  • 4 kudos

Resolved! Agent Bricks - MAS 500 Internal error

Hi Databricks Team / Community,I’m encountering a 500 Internal Server Error when calling an Agent Bricks MAS endpoint in my workspace. The error message is:500 Internal Error. Please try again later. If this issue persists, please contact Databricks ...

  • 725 Views
  • 8 replies
  • 4 kudos
Latest Reply
shivamrai162
New Contributor III
  • 4 kudos

Hello, i'm facing the same issue while testing sample queries in the "Test your Agent" box. Could anyone plese help me with the process of enabling OBO authorization

  • 4 kudos
7 More Replies
Prashant_151
by New Contributor II
  • 280 Views
  • 2 replies
  • 2 kudos

Resolved! Agent Bricks Cost and Billing

This is regarding agent bricks and want to understand DBU consumed while creating a knowledge assistant agent. Can anyone please share any video or documentation which will help me in this regard..Let's say I take a pdf on which we want Knowledge ass...

  • 280 Views
  • 2 replies
  • 2 kudos
Latest Reply
Raman_Unifeye
Contributor III
  • 2 kudos

As it is fairly new product and yet to be made availalbe in various region even in Public preview, we are running a webinar with Databricks SA. Below is the link to our earlier post. Pls feel free to join this and hear it directly from Databricks SA ...

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1 More Replies
kcailabs
by New Contributor
  • 206 Views
  • 1 replies
  • 1 kudos

Resolved! Running Into Erroneous "Databricks Connected" Messages with Claude Desktop

When I try to connect Databricks via the connector that is now available within Claude Desktop to a genie space I have available (which is just the default test one), Databricks appears to say that it connects successfully, but it never actually work...

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  • 206 Views
  • 1 replies
  • 1 kudos
Latest Reply
Louis_Frolio
Databricks Employee
  • 1 kudos

Greetings @kcailabs , Thanks for sharing the screenshots—this helps. From what I can see, Claude shows a “Successfully connected to Databricks” toast while the Databricks connector still displays “Disconnected,” and the Server URL entered is just a p...

  • 1 kudos

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