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

Sujitha
by Databricks Employee
  • 34508 Views
  • 22 replies
  • 46 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 ...

Screenshot 2024-01-24 at 11.32.01 PM.png
  • 34508 Views
  • 22 replies
  • 46 kudos
Latest Reply
Darshan137
New Contributor II
  • 46 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...

  • 46 kudos
21 More Replies
SaiVihAI
by New Contributor
  • 4805 Views
  • 2 replies
  • 0 kudos

Multi Vector Index

Can we create multi vector indexes on multiple embedding columns in delta table as part of databricks vector search

  • 4805 Views
  • 2 replies
  • 0 kudos
Latest Reply
jwaczak
New Contributor II
  • 0 kudos

Is this still the case? Both the rest api (https://docs.databricks.com/api/workspace/vectorsearchindexes/createindex) and the python sdk (https://databricks-sdk-py.readthedocs.io/en/latest/dbdataclasses/vectorsearch.html#databricks.sdk.service.vector...

  • 0 kudos
1 More Replies
loujiang
by New Contributor II
  • 427 Views
  • 2 replies
  • 0 kudos

Resolved! AI Playground access Tools(SQL Function) with spark connect PERMISSION_DENIED

Hello, Dear community, I have one SQL function defined in Unity Catalog accessing delta table in the unity catalog. It works normally if i use SQL to execute Function. I see the possibility connecting function to Agent/ Chat. For the quick prototype,...

  • 427 Views
  • 2 replies
  • 0 kudos
Latest Reply
Oliver_learning
New Contributor III
  • 0 kudos

Hello @loujiang,  a few questions to understand the issue.Does your workspace have serverless compute enabled?When AI Playground calls your function as a tool, is there an active classic cluster attached ?If you have a classic cluster, is it configur...

  • 0 kudos
1 More Replies
skarangi_349
by New Contributor
  • 520 Views
  • 1 replies
  • 0 kudos

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...

  • 520 Views
  • 1 replies
  • 0 kudos
Latest Reply
Sumit_7
Esteemed Contributor
  • 0 kudos

@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.

  • 0 kudos
kumarsuresh
by New Contributor III
  • 9988 Views
  • 11 replies
  • 0 kudos

Gen AI course material

Databricks updated the Generative AI course https://partner-academy.databricks.com/learn/lp/315/generative-ai-engineering-pathway but the course material is missing in the partner academy. Does anybody know where to download the course material? 

  • 9988 Views
  • 11 replies
  • 0 kudos
Latest Reply
ScottSmithDB
Databricks Employee
  • 0 kudos

This course is available in the Academy.  The link may be different if you are in Customer, Partner, or general Academy.  You should be able to find it by searching the course catalog for "Databricks Generative AI Fundamentals Learning Plan"

  • 0 kudos
10 More Replies
frankc
by New Contributor III
  • 8372 Views
  • 7 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...

  • 8372 Views
  • 7 replies
  • 6 kudos
Latest Reply
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...

  • 6 kudos
6 More Replies
michael365
by New Contributor III
  • 410 Views
  • 1 replies
  • 1 kudos

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...

  • 410 Views
  • 1 replies
  • 1 kudos
Latest Reply
Ashwin_DSA
Databricks Employee
  • 1 kudos

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...

  • 1 kudos
wirrywoo
by New Contributor III
  • 855 Views
  • 6 replies
  • 3 kudos

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...

  • 855 Views
  • 6 replies
  • 3 kudos
Latest Reply
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 ...

  • 3 kudos
5 More Replies
juliechen
by New Contributor II
  • 205 Views
  • 1 replies
  • 1 kudos

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...

  • 205 Views
  • 1 replies
  • 1 kudos
Latest Reply
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...

  • 1 kudos
actualhuman_012
by New Contributor III
  • 310 Views
  • 2 replies
  • 0 kudos

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...

  • 310 Views
  • 2 replies
  • 0 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 0 kudos

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...

  • 0 kudos
1 More Replies
Abeard1
by New Contributor II
  • 620 Views
  • 2 replies
  • 1 kudos

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
  • 620 Views
  • 2 replies
  • 1 kudos
Latest Reply
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 ...

  • 1 kudos
1 More Replies
MA4
by New Contributor II
  • 899 Views
  • 1 replies
  • 1 kudos

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...

  • 899 Views
  • 1 replies
  • 1 kudos
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 ...

  • 1 kudos
smith2
by New Contributor
  • 191 Views
  • 1 replies
  • 0 kudos

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...

  • 191 Views
  • 1 replies
  • 0 kudos
Latest Reply
Sumit_7
Esteemed Contributor
  • 0 kudos

@smith2 Please specify the issue faced and screenshots of errors will be helpful.

  • 0 kudos
nagamaddikunta
by New Contributor
  • 408 Views
  • 1 replies
  • 0 kudos

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...

  • 408 Views
  • 1 replies
  • 0 kudos
Latest Reply
Ashwin_DSA
Databricks Employee
  • 0 kudos

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-...

  • 0 kudos