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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
  • 35267 Views
  • 22 replies
  • 47 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
  • 35267 Views
  • 22 replies
  • 47 kudos
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...

  • 47 kudos
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Sujitha
by Databricks Employee
  • 35267 Views
  • 22 replies
  • 47 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
  • 35267 Views
  • 22 replies
  • 47 kudos
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...

  • 47 kudos
21 More Replies
itssb
by New Contributor
  • 1449 Views
  • 1 replies
  • 1 kudos

Resolved! PERMISSION_DENIED: The endpoint is temporarily disabled due to a Databricks-set rate limit of 0

I'm new to databricks and been trying to test some AI models through the AI gateway, every model I try, it gives me error:"error_code":"PERMISSION_DENIED","message":"PERMISSION_DENIED: The endpoint is temporarily disabled due to a Databricks-set rate...

  • 1449 Views
  • 1 replies
  • 1 kudos
Latest Reply
Louis_Frolio
Databricks Employee
  • 1 kudos

Greetings @itssb , I did some digging and here is what I found: What you are seeing is a Databricks-imposed rate limit of 0, and that setting takes precedence over the endpoint- or user-level rate limits you configured in the UI. In other words, even...

  • 1 kudos
monke64
by New Contributor
  • 2997 Views
  • 3 replies
  • 0 kudos

Using generative AI to generate descriptions

Hi all, I would like to check if there is a function in databricks notebook that allows users to get AI generated descriptions of dataframes within the session similar to the AI generated descriptions for tables? This is because I am wondering it it ...

  • 2997 Views
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Latest Reply
michael365
New Contributor III
  • 0 kudos

You can also use Genie Code (which was named Assistent before) and put in some instructions as below. This would then be used and applied once the developer uses the Genie Code.Or alternatively you can create an Agent Skill and put those instructions...

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michael365
by New Contributor III
  • 1975 Views
  • 3 replies
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Resolved! Sharing skills-extended Genie spaces with others

Hi all,I'm evaluating Genie and also developed some skills to extend Genie's capabilities.Now I would like to share it with others. Within the documentation it is stated "Skills live in the /Users/{username}/.assistant/skills/ directory. "Would skill...

  • 1975 Views
  • 3 replies
  • 1 kudos
Latest Reply
Ale_Armillotta
Valued Contributor II
  • 1 kudos

well, yes it has been renamed.So, regarding your question, seems:.assistant_instructions.md: it's a personal instruction and you cannot change this option.assistant_workspace_instructions.md: it's a workspace instruction applied to all the users. Onl...

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2 More Replies
nvkuriseti
by Databricks Partner
  • 901 Views
  • 2 replies
  • 1 kudos

Resolved! Generative AI Engineering Pathway Demo Lab code

Hello, I am unable to find Lab code demo by Intructors during the GenAI Engineering Pathway. I have partner acadamy access and please let me know where I can find Demo Lab code for this pathway. Thanks for your reply or suggestion in advance.Thanks, ...

  • 901 Views
  • 2 replies
  • 1 kudos
Latest Reply
nvkuriseti
Databricks Partner
  • 1 kudos

Hello @Ashwin_DSA , Thanks for your prompt reply. I will check with my Acadamy about Lab code and will let you know their reply. Thanks once again.Thanks, @nvkuriseti 

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lewissolarin
by Databricks Partner
  • 1360 Views
  • 3 replies
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Databricks app calling Genie API has empty data array

I have a Databricks app that makes calls to Genie API, it successfully returns a response containing the text response and the generated SQL query. However, the actual result of the SQL query is missing, in the result object, there is the metadata fo...

  • 1360 Views
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Latest Reply
SteveOstrowski
Databricks Employee
  • 0 kudos

Hi @lewissolarin,The behavior you are seeing, where data_array is None and external_links is empty, is expected at a certain stage of the Genie API workflow. The Genie API uses the EXTERNAL_LINKS disposition for returning query results, which means d...

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rawalsparsh99
by New Contributor
  • 971 Views
  • 3 replies
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Knowledge Assistant is disabled

These features are disabled i have completed all the prerequisites for this.I have the admin rights and have enabled all the required preview both at the account and the workspace level.also I have set serverless budget quota for the workspace as wel...

Screenshot 2026-01-28 180951.png
  • 971 Views
  • 3 replies
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Latest Reply
SteveOstrowski
Databricks Employee
  • 0 kudos

Hi @rawalsparsh99, Knowledge Assistant is part of the Agent Bricks feature set, and there are a few specific requirements that all need to be in place simultaneously for the feature tiles to become active. Since you mentioned you have admin rights, p...

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jAAmes_bentley
by Databricks Partner
  • 1748 Views
  • 1 replies
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Model Serving Endpoints Scaling From Zero Forever

Hello,When deploying agents via a Serving Endpoint with "Scale To Zero" enabled, we are encountering that at seemingly random times, when we hit the endpoint to wake it up, it will begin to "Scale From Zero", but will never become fully available. Th...

  • 1748 Views
  • 1 replies
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Latest Reply
SteveOstrowski
Databricks Employee
  • 0 kudos

Hi @jAAmes_bentley, There are multiple possible root causes, so let me walk through them so you can diagnose which applies to your situation. WHAT HAPPENS DURING SCALE-FROM-ZERO When an endpoint scales from zero, Databricks must: 1. Acquire comp...

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ilaria
by Databricks Partner
  • 744 Views
  • 1 replies
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Failed to fetch tables for the space when using Genie MCP via Model Serving

Hello everyone,I'm experiencing a specific permissions issue when using an AI agent that queries a Genie space via MCP (Model Context Protocol) within a Model Serving endpoint.I developed an AI agent to query a Genie space to retrieve retail sales da...

Generative AI
serving endpoints
Unity Catalog
  • 744 Views
  • 1 replies
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Latest Reply
Ashwin_DSA
Databricks Employee
  • 0 kudos

Hi @ilaria, When you call a Genie space via MCP from a Model Serving endpoint, the queries against the table you have mentioned (fashion_retail.ppl_schema.silver_transactions) don’t run as you (the workspace user who owns the catalog/schema/space), b...

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Ale_Armillotta
by Valued Contributor II
  • 974 Views
  • 1 replies
  • 1 kudos

Resolved! Voice Interface for Genie via Azure AI Foundry – 400 Bad Request with Cross-Subscription Setup

Hi everyone,I'm building a voice-enabled solution on Azure AI Foundry that allows users to interact with Genie using speech instead of text. The architecture involves exposing a Genie Space as a tool within Foundry, which works perfectly in my own en...

  • 974 Views
  • 1 replies
  • 1 kudos
Latest Reply
Ale_Armillotta
Valued Contributor II
  • 1 kudos

I found the issues.the resources were deployed into different tenant and subscriptions. Seems now it's possible only to autentificate with PAT and not with other auth. So for now I can use only my account and not a Service Principal

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yarba2020
by New Contributor
  • 3103 Views
  • 2 replies
  • 3 kudos

Resolved! Modelling Genie AI/BI costs

I'm trying to model the full TCO of using Genie. We're thinking it would be 1,000 people using Genie, with 20 sessions per month (240 per year).From our understanding, Genie's costs are basically the DBUs that are consumed by running the SQL queries....

  • 3103 Views
  • 2 replies
  • 3 kudos
Latest Reply
nayan_wylde
Esteemed Contributor II
  • 3 kudos

Total Cost ≈ (Avg queries per session × Avg query runtime × DBUs/sec × DBU price) + (Idle DBUs if non-serverless) + (Cloud infra, if applicable)

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SristiRaj
by New Contributor
  • 1850 Views
  • 2 replies
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Databricks REST api to manage and deploy Genie spaces programmatically

Hello,I am looking to find documentation for databricks REST api for creating and deploying genie spaces with necessary configuration. Could you please guide me to the documentation for the same.Regards,Sristi Raj 

  • 1850 Views
  • 2 replies
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Latest Reply
Ale_Armillotta
Valued Contributor II
  • 0 kudos

Hi all. Justo to follow up this conversation. In these days I developed a simple notebook to deploy my genie space. This notebook is into a Job deployed with asset bundle. After the deployment into the target (dev/prod) the CI/CD run this pipeline to...

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venkatved
by Databricks Partner
  • 574 Views
  • 1 replies
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Databricks App cannot authenticate to another Databricks App MCP server (OAuth consent redirect)

Hi Team,I am building an MCP client as a Databricks App that connects to an MCP server hosted on another Databricks App. The client works locally but fails when deployed due to OAuth consent redirect.Question: What is the recommended authentication a...

  • 574 Views
  • 1 replies
  • 1 kudos
Latest Reply
Lu_Wang_ENB_DBX
Databricks Employee
  • 1 kudos

TLDR: For Databricks App-to-App communication, you should use the client app's automatically provisioned Service Principal rather than On-Behalf-Of (OBO) user authentication to avoid interactive OAuth consent redirects.Why Your Local Approach Fails i...

  • 1 kudos
TX-Aggie-00
by Databricks Partner
  • 794 Views
  • 2 replies
  • 0 kudos

Resolved! ai_parse_document time out setting

We are using ai_parse_document on ~4k pdf files.  We noticed the load is taking quite a bit of time and when we looked into our intermediate table, we are seeing several errors like this:[ { "error_message":"pdf rendering timed out after 1800 s...

  • 794 Views
  • 2 replies
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Latest Reply
Louis_Frolio
Databricks Employee
  • 0 kudos

Greetings @TX-Aggie-00 ,  Thanks for the detailed description and for including the exact error message — that helps. The “pdf rendering timed out after 1800 seconds” message reflects an internal hard timeout during the document rendering step. The 1...

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alessandrochamp
by New Contributor
  • 546 Views
  • 2 replies
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Endpoint not found

Azure Databricks workspace in East US 2.Genie works in UI but Conversation API returns ENDPOINT_NOT_FOUND.How can I enable Genie Conversation API?

  • 546 Views
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Latest Reply
stbjelcevic
Databricks Employee
  • 0 kudos

Hi @alessandrochamp, Can you double-check that the Genie API preview is enabled in your workspace? It is a Public Preview feature, and your error suggests that the preview might not be enabled. 

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