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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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  • 22 replies
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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
  • 34946 Views
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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...

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arthurandrade
by Visitor
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MCPs not working properly

Has anyone facing the same issue?Basically we created a MCP to use OpenMetadata functionalities. It works fine on AI Playground, and it works fine on Databricks Genie (previously, Databricks One). But when I try to add this MCP on Genie Code, it fail...

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Brahmareddy
by Esteemed Contributor II
  • 1326 Views
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Databricks Genie Code One Month In — What It Means for Us as Data Engineers

As a data engineer, I've been watching Genie Code closely since it went GA last month, and I wanted to share some honest thoughts here today not a feature dump, but how it's starting to change the way I think about my own role.Databricks recently sha...

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sunmin_lee
Databricks Employee
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Very well said. Thanks for sharing your honest experiences! 

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satusky
by New Contributor
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Resolved! Hosted gpt-oss endpoint system prompts contain "You have no access to tools"

We are using the foundation model endpoints (provisioned and pay-per-token) for the gpt-oss models for a research project. We have been experiencing consistent tool call failures: gpt-oss-20b was failing ~1 out of every 12, while gpt-oss-120b was fai...

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Ashwin_DSA
Databricks Employee
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Hi @satusky, I'm not an expert in this area, but after some internal research, I wouldn't treat a leaked system-prompt snippet as a product issue related to tool use. I can’t comment on the exact internal prompt template for a specific invocation, bu...

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Vamsi3757
by New Contributor
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Best Approach for Per-User Authentication with Databricks in an Agent-Based System

Hello everyone,I have built an ADK-based agent that connects to Databricks and can retrieve various information. However, I’m trying to design a secure way to authenticate each user individually when they interact with the agent.So far, I see two pos...

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ShamenParis
New Contributor II
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Hello @Vamsi3757 , This is an excellent architecture question. You are completely right to avoid PATs (due to lifecycle/security risks) and Service Principals (which mask individual user identities and make Unity Catalog audit logging difficult).To s...

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Bihaag_N
by New Contributor II
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Resolved! Genie UI MCP Server Connection Issue

Hi community,I ran into an issue while connecting a third-party MCP server to Genie's general chat UI and wanted to check if anyone else has seen this.The connection fails immediately during the initial MCP handshake with:`TypeError: unhashable type:...

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Ashwin_DSA
Databricks Employee
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Hi @Bihaag_N, From what I can gather, I couldn't find this exact TypeError: unhashable type: 'list' in the public docs, and I also don’t see any documented connection-side requirement stating that third-party MCP manifests need list fields normalised...

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michael365
by New Contributor III
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Resolved! How does Genie look under the hood

Hi everybody,I'm using Genie for some time which is really great. In order to improve and before recommending it more users within our company I need to get more insights on Genie including but not limited to:Is it correct that the “thinking” part is...

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michael365
New Contributor III
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Hi @Ashwin_DSA thanks for your response.Regarding the performance issue the SQL is fast but the end-to-end response is still slow. So I assume that the bottleneck is Genie itself.I also resized the space in terms of number data sets added and improve...

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Gautam2809
by New Contributor II
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Resolved! Can genie code be accessed via databricks app or external app; or is it confined to Workspace UI?

Hi, Can genie code be accessed via databricks app or external app; or is it confined to Workspace UI only?

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szymon_dybczak
Esteemed Contributor III
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The question raised by @Gautam2809  was about Genie Code - specifically can you use it outside UI. And as of now there's no such an option.

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simmitil
by New Contributor
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Resolved! Genie Agent Mode Visibility vs Standard Mode Monitoring

In standard Genie Space chat, space managers can use the Monitoring tab to review prompts/conversations. However, in Agent Mode, we see the warning:“Genie agent responses may contain results obtained using other users’ credentials and are hidden from...

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Lu_Wang_ENB_DBX
Databricks Employee
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Answers to your questions: Why Agent Mode is treated differentlyBecause Agent Mode can generate synthesized text/report answers from multi-step reasoning, and internal product guidance says those answers may contain data outside the reviewing manage...

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lennonantonyy
by New Contributor
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Genie Code inline execution is very slow

Hi everyone,I’ve noticed that running inline code in Genie Code has been taking a long time, even for simple tasks.The only workaround I found so far was to explicitly instruct Genie to create notebooks in my personal folder and run the code there in...

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Ashwin_DSA
Databricks Employee
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Hi @lennonantonyy, Thanks for raising this. Yes, I've seen similar reports from others as well. A few people have run into notebook slowness/browser memory pressure when Genie Code is open, including lag while typing and generally poorer performance ...

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Ale_Armillotta
by Valued Contributor II
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Resolved! MLFlow tracking from Azure Container Instance

Hi everyone,we're building a voice chatbot for a customer using a mix of technologies — Databricks, Azure AI Foundry, and a few external containerized services.Currently, we're tracking requests and logs via Lakebase with custom traces, but I'm now e...

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MoJaMa
Databricks Employee
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Similar response to the one from WorksBuddy.   Short answer: yes, it's supported, and there's a specific Databricks guide for your case.   The tutorial you found is for local/IDE; the production-container equivalent is here: Trace agents deployed out...

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andr11v
by New Contributor
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Provisioned throughput is not enabled for this workspace

  I am seeing two related issues with Databricks-hosted Claude models in my workspace.Workspace details:- Cloud: AWS- Region: us-west-2- Tier: Premium PAYG- Serverless compute: enabled- Unity Catalog/metastore: configured- Compliance security profile...

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Ashwin_DSA
Databricks Employee
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Hi @andr11v, What you are seeing appears to be two separate issues rather than a single root cause. For the pay-per-token issue, the regional support table shows that Claude models are supported in AWS us-west-2, and the docs also say those models ar...

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michael365
by New Contributor III
  • 329 Views
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Resolved! Improving Genie Space via text instructions

Dear all,I'm trying to improve my Genie Space with some text instructions but very often Genie does not use it. If I prompt "Why have you not considered my instructions" after he answered a question he realizes that he forgot it. But this is too late...

  • 329 Views
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Latest Reply
Ashwin_DSA
Databricks Employee
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Hi @michael365, There is no documented hard rule that "general instructions must be 20 lines or less." Databricks guidance is to keep text instructions small, focused, and well-organised, because long or overly broad instructions can become less effe...

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lej6
by New Contributor II
  • 349 Views
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Resolved! Genie Space API – Inspect Mode Limitation

Hi everyone,Is Inspect mode supported when using the Genie Space API?If not, is there any plan to support it in the future?I notice a significant difference in answer quality when using Genie with Inspect mode enabled and disabled in th Databricks UI...

  • 349 Views
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szymon_dybczak
Esteemed Contributor III
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Hi @lej6 ,For now inspection is not supported through Genie Space API. I guess it will be added in the future though. If my answer was helpful, please consider marking it as accepted solution.https://docs.databricks.com/aws/en/genie/conversation-api#...

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ashdc2026
by New Contributor II
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Resolved! Facing issue while opening Genie Code

Hi,For the past 3-4 days, I have not been able to open the Genie Code AI assistant in the Databricks workspace. Earlier, it was working fine and was quite helpful for code development.I am getting the error message shown below (screenshot pasted). I ...

ashdc2026_0-1779088955642.png
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Latest Reply
szymon_dybczak
Esteemed Contributor III
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Hi @ashdc2026 ,Check below thread. Try to also delete cookies. If that won't help use inspect tool and attach more detailed error message:Solved: Not able to access Databricks AI assistant or crea... - Databricks Community - 147951

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Ale_Armillotta
by Valued Contributor II
  • 312 Views
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Resolved! OAuth authentication is required for MCP servers hosted on Databricks Apps

Hi all.I'm deploying an agent with a custom MCP using Databrikcs.Unfortunately when I try to test the MCP connectivity I receive this error:OAuth authentication is required for MCP servers hosted on Databricks Apps. Your current authentication method...

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Latest Reply
Ale_Armillotta
Valued Contributor II
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I found the issue. I missed to create the OAuth token into Identity & user. I was using the SP secret. 

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