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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
  • 38663 Views
  • 22 replies
  • 48 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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  • 38663 Views
  • 22 replies
  • 48 kudos
Latest Reply
Darshan137
New Contributor II
  • 48 kudos

Dear Certifications TeamI have completed full Generative AI Engineering Pathway, so I received module wise knowledge badge but I didn't received the overall certificate which mentioned in description which is Generative AI Engineer with one Star. Req...

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Saurabh2406
by Contributor
  • 949 Views
  • 1 replies
  • 3 kudos

Resolved! 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...

  • 949 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
  • 5990 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...

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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
  • 2733 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...

  • 2733 Views
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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
  • 1272 Views
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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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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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actualhuman_012
by New Contributor III
  • 4111 Views
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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?

  • 4111 Views
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Latest Reply
Louis_Frolio
Databricks Employee
  • 0 kudos

@actualhuman_012 ,  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 us...

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epistoteles
by Databricks Partner
  • 7686 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...

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Latest Reply
amitkumarvish
Databricks Partner
  • 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
  • 1759 Views
  • 4 replies
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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  

  • 1759 Views
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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 Databricks Partner
  • 3615 Views
  • 8 replies
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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 ...

  • 3615 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

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Prashant_151
by Databricks Partner
  • 3585 Views
  • 2 replies
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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...

  • 3585 Views
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Latest Reply
Raman_Unifeye
Honored 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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kcailabs
by New Contributor
  • 1728 Views
  • 1 replies
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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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  • 1728 Views
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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...

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DinoSaluzzi
by New Contributor III
  • 11832 Views
  • 4 replies
  • 3 kudos

How to implement prompt caching using Claude models?

Hi, I am trying to use prompt caching future using claude "databricks-claude-sonnet-4" databricks endpoint (wrapped in a ChatDatabricks instance). Using langchain, I set  SystemMessage( content=[ { ...

Generative AI
ChatDatabricks
Prompt caching
  • 11832 Views
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Latest Reply
Pradeep54
Databricks Employee
  • 3 kudos

@DinoSaluzzi If you can restructure your system& user prompt in a similar manner to the examples provided, prompt caching should start working as expected. messages = [ { "role": "system", "content": [ { ...

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SandipCoder
by New Contributor II
  • 1388 Views
  • 1 replies
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Getting error while trying to use external MCP

I have created a mcp connection from marketplace :Conn Name : mcp_brightdata_web_surfermcp product url : https://brightdata.com/I have attached the mcp through playground . But while submitting the prompt I am getting the following error .Error : The...

  • 1388 Views
  • 1 replies
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Latest Reply
RahulPathakDBX
Databricks Employee
  • 1 kudos

Based on the error,  which is a "502 Bad Gateway" error indicates that a server sitting as a gateway or proxy received an invalid response from an upstream server. Here, Databricks is trying to communicate with the external MCP server associated with...

  • 1 kudos
Abhishek_Patel
by Databricks Partner
  • 5831 Views
  • 13 replies
  • 6 kudos

Resolved! AgentBricks - Multi Agent Supervisor Issue

Hi, I am doing POC using AgentBricks and using Multi Agent Supervisor. I have configured 2 subagents.1. Genie Space2. UC Function to call LLM3. UC Function to plot chartsHowever, the agent is able to access and use only Genie space agent and not usin...

  • 5831 Views
  • 13 replies
  • 6 kudos
Latest Reply
Krishna_S
Databricks Employee
  • 6 kudos

Also, as you can see on the top right of the attached image, it creates an MLFlow experiment.   Click on that MLflow experiment, and check the traces and let me know what it shows, as you can see here it shows the tool is being called in the trace. ...

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Louis_Frolio
by Databricks Employee
  • 2413 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...

  • 2413 Views
  • 1 replies
  • 4 kudos
Latest Reply
Brahmareddy
Esteemed Contributor II
  • 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 ...

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Rjdudley
by Honored Contributor
  • 1819 Views
  • 4 replies
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Add AI Guardrail results into response?

We're considering switching from Azure AI Foundry to Mosaic AI Gateway.  One nice feature AI Foundry has is it adds the content filter results to the response (and in a streaming response, each delta).  This allows us to provide some feedback to the ...

  • 1819 Views
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Latest Reply
CharlotteMarti2
New Contributor III
  • 0 kudos

To include AI Guardrail results in your responses, you need to enable logging or metadata propagation when the model generates output. Check if Mosaic AI Gateway supports attaching Guardrail flags or filter results as part of the response payload or ...

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