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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

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
Honored Contributor III
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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
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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
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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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juliechen
by New Contributor II
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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...

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michael365
New Contributor III
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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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smith2
by New Contributor
  • 139 Views
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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...

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Sumit_7
Honored Contributor III
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@smith2 Please specify the issue faced and screenshots of errors will be helpful.

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martkev
by New Contributor III
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Resolved! Error: "Invalid model name" in Databricks AI Gateway when setting up Vertex AI endpoint

Hi everyone,I'm trying to set up a new serving endpoint in Databricks using Google Cloud Vertex AI as the provider. I want to route it to claude-opus-4-6.However, as soon as I try to create it, I get the following UI error (see screenshot):"Invalid m...

martkev_0-1775828309497.png
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anuj_lathi
Databricks Employee
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Hi @martkev -- good news: your model name is correct. The Vertex AI model ID for Claude Opus 4.6 is indeed claude-opus-4-6 (per Anthropic's official documentation). The issue is on the Databricks side -- the UI enforces an internal allowlist of recog...

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trickywhitecat
by New Contributor
  • 501 Views
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Petition to update your documentation about inferencing LLMs and standardize LLM response format

TL;DRInconsistent & Undocumented Response Format: Contrary to Databricks documentation, enabling thinking.type for Gemini 2.5 Flash changes the ChatCompletion content field from a standard string to a list of dictionaries, breaking expected behavior....

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Louis_Frolio
Databricks Employee
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Hey @trickywhitecat , You're right that when thinking.type is enabled for Gemini 2.5 Flash on a Databricks serving endpoint, the content field comes back as a list of dictionaries instead of a plain string. That breaks the expected OpenAI ChatComplet...

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uhuru_furuta
by Databricks Partner
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Resolved! Genie integration in Dashboards fails with "GenericChatCompletionServiceException" (Free Edition)

I am experiencing a persistent error when using Genie Space integration within a Databricks Dashboard (v3/Lakeview). While Genie works perfectly as a standalone Space, it consistently fails when invoked via the Dashboard sidebar.Environment:Edition: ...

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emma_s
Databricks Employee
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Yes 100%, any user would need to have select permissions on the table that the Genie Space is created on top of.

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souravg
by New Contributor
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Resolved! Feedback not showing up in Genie from Copilot Studio Genie Agent

Hi,We've created an Agent using Copilot Studio for Genie and integrated with Teams Channel.The feedback there is working and we can see the reactions in the Copilot Studio Analytics.But the feedback is not going to the actual genie space, neither the...

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Ashwin_DSA
Databricks Employee
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Hi @souravg, @Ale_Armillotta is right. At the moment, Genie only records feedback (thumbs up/down, "Fix it", comments) when it’s given directly in the Genie UI. The public Genie Conversation APIs that Copilot Studio/Teams use don’t expose any endpoin...

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rawalsparsh99
by New Contributor
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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
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SteveOstrowski
Databricks Employee
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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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Ale_Armillotta
by Valued Contributor II
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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...

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Ale_Armillotta
Valued Contributor II
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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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Suheb
by Contributor
  • 526 Views
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Resolved! How do I get started with Databricks as a complete beginner?

How can a beginner start learning and using Databricks step by step?

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joelramirezai
Databricks Employee
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You can use Databricks free edition to test Databricks and practice, even though the path will also depend in your goals as a professional. You can choose one or multiple of the following paths as guidance:  Platform, Data Engineering, Traditional ML...

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mmoise
by New Contributor II
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Resolved! Multi Agent Supervisor w/ Databricks App

Hello, how can I create a databricks app using multi agent supervisor (knowledge assistant + genie) with an interface?

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pavannaidu
Databricks Employee
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@mmoise Multi Agent Supervisor (MAS) is an orchestrator agent, so it depends on: 1) how many agents it orchestrates, 2) how complex those agents are, and 3) how complex the user prompt is.  I would encourage you to review the MLflow experiment traces...

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lucami
by Contributor
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How to use CrewAI with Databricks-hosted LLMs (not OpenAI) ?

I am trying to use CrewAI to train an agent with a Databricks-hosted LLM (such as Llama 2 instruct or DBRX) via the databricks_langchain integration. I want CrewAI to use only my Databricks LLM and not requiring OpenAI authentication.However, when I ...

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pavannaidu
Databricks Employee
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@lucami  To configure CrewAI to use only Databricks-hosted models without OpenAI dependencies Use CrewAI's LLM class (which wraps litellm) rather than ChatDatabricks Pass the LLM at both levels: agents use it to complete their tasks, and the crew u...

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