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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
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  • 22 replies
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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 ...

Screenshot 2024-01-24 at 11.32.01 PM.png
  • 36088 Views
  • 22 replies
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Latest Reply
Darshan137
New Contributor II
  • 47 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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skarangi_349
by New Contributor
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ai-dev-kit -Best practices and Scoped PATs

SpoilerHi,I am experimenting with ai-dev-kit and would like to ask whether there are any best practices, demos, or safety guardrails that were followed when using it. Specifically recommended settings for a limited-access PAT for dev-ai-toolkit.Thank...

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Sumit_7
Esteemed Contributor
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@skarangi_349 As this is not a official DB product hence there's no such guide or docs. Best would be to follow the creators - https://www.youtube.com/@DustinVannoyYou may check other videos over youtube as well.

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frankc
by New Contributor III
  • 11004 Views
  • 7 replies
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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...

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nishkambatta
New Contributor II
  • 6 kudos

Great discussion here—this highlights a real gap between the Chat Completions API and the newer Responses API. It’s clear the Responses API is the direction forward, especially with better multi-modal and tool-calling capabilities, but the lack of su...

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michael365
by New Contributor III
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Resolved! Purpose and usage of Entity matching in Genie Spaces

Hi all,I'm tyring to improve a Genie space and and experimenting with features like Format assistance and Entity matching for single columns.Doens anybody know how to use Entity matching feature?Documentation says:"Entity matching: Entity matching pr...

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Ashwin_DSA
Databricks Employee
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Hi @michael365, You don’t configure those 1,024 distinct values manually anywhere. For each column with Entity matching turned on, Genie automatically scans the underlying table (up to 100M rows) and picks up to 1,024 distinct values (currently the m...

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wirrywoo
by New Contributor III
  • 1647 Views
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Resolved! Are there limits set for Agent Mode in Databricks Free Edition?

Hi everyone,I’ve been trying out Agent Mode in the Databricks Free Edition and I’m a bit unclear on the usage limits.From what I can tell, Agent Mode seems to default back to chat mode after a certain point, and when I was using it more heavily, I st...

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wirrywoo
New Contributor III
  • 3 kudos

Great thank you for the explanation @Ashwin_DSA . Very helpful response!I'll be more conscious of my usage of Genie in Free Edition moving forward. To re-enable Genie in my Free Edition workspace, would I just need to wait until the limits are reset ...

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juliechen
by New Contributor II
  • 296 Views
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Poll: With the current maturity of LLMs and Genie, how are you positioning Genie in your org

Do you see Genie (or similar AI analytics tools) as:1️⃣ Primarily for power users / data-savvy users to enhance their daily work by correlating multiple business signals to generate deeper insights and answer more complex questions for the organizati...

  • 296 Views
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michael365
New Contributor III
  • 1 kudos

According to my experience both target groups can be adressed:Genie (spaces) are made for use by power usersEnabling Genie spaces via Databricks One* can be used by a broad organizationGenie Code is for technical persons e.g. data engineers, data sci...

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actualhuman_012
by New Contributor III
  • 442 Views
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Unable to make fresh deployments to an agent model serving endpoint due to permission issues

One of my teammate left and now I cannot make fresh deployments to the agent serving endpoint created by him. Getting below error while trying to deploy with agents.deploy(). Any way to solve it without recreating the endpoint?PermissionDenied: Princ...

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szymon_dybczak
Esteemed Contributor III
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Hi @actualhuman_012 ,That a bit problematic. According to docs:Create custom model serving endpoints | Databricks on AWS"The identity under which a model serving endpoint runs is tied to the original creator of the endpoint.After endpoint creation, t...

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Abeard1
by New Contributor II
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Genie Code severely regressed over the past 2 days — no longer behaves as before

Hi community,Starting around April 21, 2026, Genie Code in our Azure Databricks workspace has severely regressed and no longer functions the way it did before. No changes were made on our end — no DBR updates, no workspace config changes.We are a tea...

Generative AI
azure-databricks
generative-ai
genie-code
inline-editing
regression
  • 1045 Views
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Abeard1
New Contributor II
  • 1 kudos

@DivyaandData thank you for the quick response! I'm checking with my workspace admin to confirm whether AI partner-powered features are enabled. I'll report back shortly. This could definitely explain the degraded experience — the loss of Agent Mode ...

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MA4
by New Contributor II
  • 1967 Views
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Resolved! Databricks Hosted Foundation Models usage and costs

Before proceeding with experimentation and subsequent production use of the Databricks‑hosted Foundation Models (e.g., Claude, Llama, Gemma via Foundation Model APIs), could you please confirm whether a separate agreement with the underlying model pr...

  • 1967 Views
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Latest Reply
Ashwin_DSA
Databricks Employee
  • 1 kudos

Hi @MA4, For Databricks-hosted foundation models that you access via Foundation Model APIs (for example, Claude, Llama, Gemma on Azure Databricks), you do not need to sign a separate commercial contract with Anthropic/Meta/Google in addition to your ...

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smith2
by New Contributor
  • 273 Views
  • 1 replies
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Need Help with This Issue in Databricks Workflow

Hi everyone,I’m currently working with Databricks and facing an issue related to my setup/workflow. I’ve tried checking the basic configurations, but I’m still not able to resolve it.Could someone please guide me on the best approach or point out wha...

  • 273 Views
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Sumit_7
Esteemed Contributor
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@smith2 Please specify the issue faced and screenshots of errors will be helpful.

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nagamaddikunta
by New Contributor
  • 677 Views
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Resolved! AI playground - Unable to access LLM's

I was having playground access and now I  bumped up to enterprise access  The endpoint GPT-5.4 has encountered an error and responded with the following: InternalError{"error_code":"PERMISSION_DENIED","message":"PERMISSION_DENIED: The endpoint is tem...

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Ashwin_DSA
Databricks Employee
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Hi @nagamaddikunta, Having checked this internally, this error message doesn’t come from the QPM/TPM values you see on the Serving endpoint. It means that, for your workspace, Databricks has set the system-level quota for that model to 0, so the GPT-...

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SlavaPeshkov
by New Contributor
  • 1115 Views
  • 3 replies
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Resolved! Knowledge cutoff for Genie

Hi, I was trying to make a dashboard using AI Genie - it worked well for the basics, but was unable to perform some of the modifications that were obviously (via UI) doable. Per Genie's response below - it only knows Databricks documentation up to Ap...

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emma_s
Databricks Employee
  • 2 kudos

Hi, Just wanted to add to what others have said and make sure its clear, I think you're trying to use a Genie Space to create your dashboard. But Genie code is probably a better tool here. If you have visuals created in a Genie space that you would l...

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ShivaPolusani
by New Contributor II
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Claude Desktop connect to Databricks MCP

How do I connect Claude desktop to Databricks connector (available in connectors)What are the steps involved in it,  Can any one provide detailed step by step implementation for this so that I can query the data using Claude desktop please?

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Latest Reply
Sumit_7
Esteemed Contributor
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@ShivaPolusani This is achieved via MCP remote, using few args such as Workspace link and Token.Check the documentation here - https://docs.databricks.com/aws/en/generative-ai/mcp/connect-external-services?language=Claude+Desktop#pat-examplesVideo Li...

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mansi26
by Databricks Partner
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Resolved! Request for blog publishing access

Hi,I would like to request access to publish blogs on the Databricks Community. I am a seasoned SME in Generative AI, with extensive hands-on experience in this domain. I have actively worked on various GenAI use cases and regularly write about emerg...

  • 590 Views
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szymon_dybczak
Esteemed Contributor III
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Hi @mansi26 ,Pleasure to meet you. You can publish your articles without asking for consent in community articles section:https://community.databricks.com/t5/community-articles/bd-p/Knowledge-Sharing-Hub 

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GunaR
by New Contributor III
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  • 12 replies
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RLS in Genie Space

I am developing a Conversational BI Solution using Genie. There are users from different roles and we need to restrict the rows returned based on the user's role. Typically RLS. I understand from documentation Genie leverage the RLS setup on the Unit...

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Prathusha_
New Contributor II
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Hi Guna, I have been trying to implement the same in my environment. Do you have any luck?

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