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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
  • 33160 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
  • 33160 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...

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mimsalar
by New Contributor II
  • 254 Views
  • 2 replies
  • 0 kudos

Can I publish the query stored in the "Query History"?

I’m using an agent within a Databricks app that converts plain English into SQL, executes the query against a warehouse table, and returns the results.I’d like to know if there’s a way to also surface or publish the generated SQL query within the app...

  • 254 Views
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Latest Reply
MoJaMa
Databricks Employee
  • 0 kudos

You may have to add a call to the Query History API with the necessary filter_by. https://docs.databricks.com/api/workspace/queryhistory/list

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Ale_Armillotta
by Valued Contributor II
  • 631 Views
  • 2 replies
  • 1 kudos

Resolved! How to deploy an Agent

Hi everyone, I’m currently developing several Databricks Agents using a custom Claude skill to integrate Databricks Asset Bundles (DABs), Mosaic AI frameworks, and LangGraph. My current workflow is the following: I develop the agents locally.For depl...

  • 631 Views
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Latest Reply
emma_s
Databricks Employee
  • 1 kudos

Hey, your approach is a common pattern. But there has been a recent shift where we now recommend creating the agents as databricks apps instead. This allows you to not do pipeline execution steps. Here are a couple of articles you may find helpful. h...

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michael365
by New Contributor III
  • 835 Views
  • 1 replies
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Resolved! Examples for Agent Skills @ Genie Code

Hi Community,I'm currently evaluating the potential of Agents Skills which can be configured for usage within Genie Code (formerly named Assistent).Does anybody know a source for examples what is possible with Agent Skills?The documentation does not ...

  • 835 Views
  • 1 replies
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Latest Reply
pradeep_singh
Contributor III
  • 1 kudos

Here are bunch of skills example listed in databricks dev ai kit . You can build your own learning from these examples .https://github.com/databricks-solutions/ai-dev-kit/tree/main/databricks-skillsHere is how you can add these to make it available t...

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timbaron
by New Contributor II
  • 1595 Views
  • 11 replies
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Can't Access Agents

Hi there, I'm very new to Databricks and I wanted to try out Agents. At first, I thought I couldn't access Agents because I was on a Trial account, so I added my CC to the subscription. Unfortunately, I still can't access the feature, not to mention ...

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  • 1595 Views
  • 11 replies
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Latest Reply
BadrErraji
New Contributor III
  • 0 kudos

no support whatsoever

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10 More Replies
Sujitha
by Databricks Employee
  • 33160 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
  • 33160 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
itssb
by New Contributor
  • 662 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...

  • 662 Views
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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
  • 2522 Views
  • 3 replies
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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 ...

  • 2522 Views
  • 3 replies
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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
  • 742 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...

  • 742 Views
  • 3 replies
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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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nvkuriseti
by Databricks Partner
  • 470 Views
  • 2 replies
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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, ...

  • 470 Views
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  • 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
  • 625 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...

  • 625 Views
  • 3 replies
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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
  • 516 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
  • 516 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
  • 860 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...

  • 860 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
  • 371 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
  • 371 Views
  • 1 replies
  • 0 kudos
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
  • 602 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...

  • 602 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

  • 1 kudos
yarba2020
by New Contributor
  • 1123 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....

  • 1123 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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