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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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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
  • 32395 Views
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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...

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Phani1
by Databricks MVP
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Preserving Intelligence and Learning during Genie Space Migration

Hi Team,How can we migrate a Genie space to a higher environment while preserving its existing intelligence and learning, along with the catalog, to avoid recreating the same knowledge.Regards,Phani

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Latest Reply
szymon_dybczak
Esteemed Contributor III
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Okay, maybe I’ll bring up an uncomfortable topic and ask why we should even bother trying to help you if you can’t dedicate five minutes of your time to let us know whether a suggestion or reply worked. We are spending our free time answering questio...

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Tee_O
by New Contributor II
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Resolved! Viewing logged User input and LLM response for a Deployed Chatbot

Hi All, I deployed a simple chatbot on Databricks Free Edition and I am trying to find the location where the user input and llm response are stored (logged) when a user asks a question (I assumed this would be in the payload table created but couldn...

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jamesl
Databricks Employee
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Hi @Tee_O , are you still facing this issue?If you see (or saw) the payload table in your catalog but didn't see any rows/entries, it's probably just a time delay issue -- it can take up to 1 hr for the logs to appear. If you *don't* see the table th...

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atharvaghodekar
by New Contributor III
  • 713 Views
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How to authenticate Vector Search Retriever Tool in Databricks AI Agent App?

I’m getting the following error while building a Databricks AI Agent app:databricks.vector_search.exceptions.InvalidInputException: Please specify either personal access token or service principal client ID and secret.My code looks like this: vector_...

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szymon_dybczak
Esteemed Contributor III
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Hi @atharvaghodekar ,AI agents support 3 authentication methods:- automatic authentication passthrough-  on-behalf-of-use authentication (OBO)- manual authentication In case of manual authentication you need to explicitly provide credentials using en...

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alxsbn
by Contributor
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Resolved! Databricks Managed MCP server x Claude Code

Hi everyone,I'm looking to connect the managed MCP server to Claude code on Linux and struggle to have something working. The MCP are activated on my workspace (not sure it's linked to what I want to do) and I just want to add the UC endpoint to Clau...

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Latest Reply
jamesl
Databricks Employee
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Hi @alxsbn , did you get this resolved? Targets that are a remote HTTP endpoint need `--transport http`. For example... claude mcp add --transport http databricks-server https://xx-yyy-zzz.cloud.databricks.com/api/2.0/mcp/gold/core (see: https://docs...

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sathyavikasini
by New Contributor
  • 1093 Views
  • 1 replies
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Error while creating Agents with Agentbricks UI

While creating a Knowledge Assistant in Databricks, I encountered an issue where the endpoint update failed with the following message:"Failed to deploy: served entity creation aborted because the endpoint update timed out. Please see service logs fo...

sathyavikasini_0-1754497230496.png sathyavikasini_3-1754497718786.png sathyavikasini_4-1754497745047.png
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jamesl
Databricks Employee
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  Hi @sathyavikasini , Are you still facing this issue? While creating the agent, do you see that your configured knowledge sources are processing? If you haven't done so already, you might check permissions on the catalog/schema/volume(s) that are ...

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magicianmanan
by New Contributor
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Problem selecting data in Agents: Knowledge assistant

Hi Community, I am trying to add my unlabeled data such as txt, ppt, and pdf but none of them can be selected to usage. Please see a screenshot as I am trying to create a knowledge assistant agent, so I can feed it files and it can answer questions f...

Generative AI
agents
Gen AI agents
knowledge assistant
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szymon_dybczak
Esteemed Contributor III
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Hi @magicianmanan ,In source parameter you need to provide path to the folder, not to specific file.So, for instance in my volume I have one single pdf:And in source parameter I'm providing path to directory that contains that PDF file (but not the p...

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Sujitha
by Databricks Employee
  • 7575 Views
  • 2 replies
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How to successfully build GenAI applications

The Big Book of Generative AI brings together best practices and know-how for building production-quality GenAI applications. You’ll find technical content and code samples that will help you do everything from deploying your first application to bui...

Screenshot 2024-04-23 at 8.10.12 AM.png
  • 7575 Views
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ramnarayanan
New Contributor II
  • 8 kudos

To successfully Build AI Software  with GenAI, focus on RAG pipelines for context-rich apps, fine-tuning or training models for domain needs, and robust evaluation for reliability. Using architectural patterns like modular microservices ensures scala...

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DinoSaluzzi
by New Contributor III
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Resolved! Authentication error when calling Databricks foundational model endpoint from pandas udf

Hi everyone! I’m running into an authentication error when trying to call a Databricks foundational model endpoint inside a pandas UDF. I’m using the ChatDatabricks wrapper to make completions, and this setup was working properly until last week (ima...

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Latest Reply
sarahbhord
Databricks Employee
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Hey DinoSaluzzi - Thanks for reaching out! The error message you're seeing—ValueError: default auth: runtime: default auth: cannot configure default credentials—reflects a stricter enforcement in how authentication happens within Spark worker nodes r...

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amit_eha
by New Contributor
  • 740 Views
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Resolved! Permission denied - Genie conversation feedback API

Hi all,I am trying to use the send_message_feedback Python SDK function to post a feedback for a genie message. However, getting this error:databricks.sdk.errors.platform.PermissionDenied: This API is not yet supported.Any ideas as to where the issue...

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nayan_wylde
Esteemed Contributor II
  • 3 kudos

@amit_eha Can you please share the code.

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aiohi
by New Contributor
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Access to Claude on Playground

I was wondering how we could enable the use of Claude Opus 4 in our Playground environment?Thank you!

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Latest Reply
Khaja_Zaffer
Esteemed Contributor
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Hello @aiohi Good day!!Databricks has recently integrated Anthropic's latest models, Claude Opus 4 into our platform as part of a partnership with Anthropic announced on March 26, 2025. Opus will be available in Databricks Mosaic AI as additional fir...

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atharvaghodekar
by New Contributor III
  • 1562 Views
  • 5 replies
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Resolved! Databricks Free Edition - AI Agent Export Limitation

Hi, I am following the Databricks AI Agent guide to create a custom agent using my functions. However, in the Free Edition, I do not see the option to export the agent from the Playground. Is this feature unavailable in Free Edition, or is there a wo...

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szymon_dybczak
Esteemed Contributor III
  • 5 kudos

Ok @atharvaghodekar , so there's no export button (neither on premium workspace as @WiliamRosa stated above).I think they refactor UI and now the same functionality is under Tools -> Create agent notebook.  So, in tutorial export button is reposonsib...

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ajay-hinduja
by New Contributor
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Resolved! Ajay Hinduja (Switzerland) How can I schedule a notebook to run automatically?

Hi I am Ajay Hinduja, from Punjab, India, and currently residing in Geneva, Switzerland (Swiss). I am exploring ways to automate a Jupyter/Colab notebook to run on a schedule. I have looked into a few options like using cronjobs or Google Apps Script...

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Latest Reply
szymon_dybczak
Esteemed Contributor III
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Hi @ajay-hinduja ,You can use Lakeflow Jobs to do that with task type - notebookLakeflow Jobs | Databricks on AWS

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BBland
by New Contributor
  • 1245 Views
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Missing Claude models

Hi,We are on premium workspace and until last week we had Claude models visable.  Now they seemed to have disappeared, do you know what could have caused the disappearance? 

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Latest Reply
Khaja_Zaffer
Esteemed Contributor
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Also to add, make sure you check those models are retired? 

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akhter0786
by New Contributor
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Resolved! Gen AI Agents

Guidance Request: Gen AI Agentic Course for a Non-Technical ProfessionalDear Databricks Training & Support Team,My name is [Your Name], and I am writing to express my strong interest in your free Gen AI Agentic Course. I am very excited by the prospe...

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Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 2 kudos

To add to a @Khaja_Zaffer  great response, you can also take following course for free in databricks academy. They should provide clear and structured path to grasp fundamentals:- Databricks Generative AI Fundamentals Learning Plan - Databricks Learn...

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damselfly20
by New Contributor III
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Inference table not working for Gemma 3 12b

Hi, I have a problem regarding the inference table for Gemma 3 12b. If I create a serving endpoint for the model (from system.ai.gemma-3-12b-it) with an inference table, the inference table is being created, but it always stays empty. No matter how m...

create_gemma_serving_endpoint.png
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Latest Reply
Yogesh_Verma_
Contributor II
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The endpoint is working since you’re receiving responses, but the inference table isn’t capturing any records. This points to a logging/compatibility issue rather than request handling. Please confirm inference logging is enabled, verify permissions,...

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