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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
  • 36079 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
  • 36079 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...

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mbecker
by New Contributor
  • 570 Views
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Azure OpenAI v1 API support for External Model Serving / Mosaic AI Gateway?

Hi,I’m setting up an external model serving endpoint for Azure OpenAI through Databricks Model Serving / Mosaic AI Gateway, and I’m trying to understand whether the newer (more than a year old at this point) Azure OpenAI v1 API is currently supported...

  • 570 Views
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frankieseabrook
New Contributor II
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Short answer: based on the current Databricks docs, I would treat the built-in Azure OpenAI external model provider as expecting the older Azure OpenAI configuration shape, not the newer `/openai/v1/` shape.The key clue is that the Databricks Azure O...

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Jackryan360
by New Contributor
  • 4730 Views
  • 3 replies
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Resolved! How do Agentic AI services differ from traditional AI automation tools?

Hi everyone,I’m looking to understand the real difference between Agentic AI services and the traditional AI automation tools many businesses already use.In your experience, what makes Agentic AI services more advanced or effective?Are the advantages...

Generative AI
Agentic AI
AI
erpsoftware
Microsoft
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  • 3 replies
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elsierainee
New Contributor II
  • 1 kudos

The core difference really does come down to autonomy and reasoning loops, not just better automation. Traditional AI automation tools (think RPA, rule-based bots, even most "AI-powered" workflow tools) operate on a trigger-action model. You define t...

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Ankitkalra40
by New Contributor II
  • 307 Views
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Resolved! Querying Metric Views via Classic/Pro SQL Warehouses

I recently came across a unique edge case where I was serving a few metric views to my Genie Space.Within metric views, I had custom formatting options such as currency in INR. When I was querying using a Serverless Warehouse, the results were correc...

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balajij8
Contributor III
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You can handle the localization directly in the SQL model using CONCAT('INR', FORMAT_NUMBER(revenue, 2)) if you must stay on Pro. Otherwise, as Databricks recommends Serverless for optimal Genie Space performance, move to a Serverless SQL warehouse a...

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asfriz
by New Contributor II
  • 666 Views
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Request for Genie Agent Mode API with Streaming & Reasoning Trace Support

Hi everyone,Genie Agent Mode has been incredibly impressive and is one of the best tools we’ve come across, especially in how it handles multi-step reasoning and delivers structured end-to-end insights.We’re currently building a frontend application ...

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Latest Reply
Ankitkalra40
New Contributor II
  • 3 kudos

Hi Asfriz,Genie Agent mode is currently unavailable via direct API. This capability is something we are also eagerly waiting for.For now, you can try building an Agent Supervisor which has your Genie space served as a tool & utilize the orchestrator ...

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dkxxx-rc
by Contributor
  • 233 Views
  • 1 replies
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Resolved! Agent crashes out on cells with %skip?

On my first try with letting the Genie Code agent run multiple cells in my existing notebook, it fails at a certain cell that has previously been given the %skip magic.  If I un-skip it, agent can then run the cell.Bug?

  • 233 Views
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Latest Reply
emma_s
Databricks Employee
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Hi, this definitely sounds like a bug, the fact that when you remove the %skip it runs fine. I did also find another report of this issue. The best bet is to file a support ticket for this. They will make sure it gets to the correct engineering team....

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simmitil
by New Contributor
  • 1295 Views
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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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Ksenia
New Contributor II
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If agent-mode Genie answers may contain data outside the reviewing manager’s own RLS/CLS scope, does that mean potentially sensitive data outside the Genie space (that is viewable to Genie Space user) is being processed by underlying foundation model...

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Brahmareddy
by Esteemed Contributor II
  • 1001 Views
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The Real Problem with AI is Not Intelligence. It is Context.

I have been thinking a lot about something Ali Ghodsi (CEO - Databricks) said recently. In a Bloomberg interview, he stated: "We already have artificial general intelligence. We don't need AI to get smarter. It is just lacking context."After years of...

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Brahmareddy
Esteemed Contributor II
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 I built an interactive experience to go along with this discussion. It lets you toggle context signals on and off and see how AI decisions change in real time.Try it here: aineedscontext.comIt covers four scenarios: grocery reorder decisions, paymen...

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Aakash001
by New Contributor II
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Resolved! Genie Code CLI support

Hi team,Currently the genie code is available only in the workspace UI. Do we have CLI capabilities for the genie code ? Or is it expected to come in the near future ? Please let me know your thoughts on this. Also, currently we have CLI support for ...

  • 669 Views
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Latest Reply
Ashwin_DSA
Databricks Employee
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Hi @Aakash001, AS of now, Genie Code is documented as a workspace-native experience rather than a standalone CLI. The public docs describe it as being available in places like notebooks, the SQL editor, jobs, AI/BI dashboards, and the file editor thr...

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Clever
by New Contributor
  • 333 Views
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Resolved! Agent on Genie Code suddenly not available

Hello, I started using the agent mode in Genie Code these past 2 days, but a few hours ago it said "service is not available" and the agent button now disappeared. What happened?

  • 333 Views
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Latest Reply
Ashwin_DSA
Databricks Employee
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Hi @Clever, What you’re describing usually points to Genie Code Agent mode no longer being available in that workspace, rather than a problem with your specific chat session. A common reason is that partner-powered AI features may have been disabled ...

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arthurandrade
by New Contributor II
  • 873 Views
  • 2 replies
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Resolved! 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...

  • 873 Views
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Latest Reply
Louis_Frolio
Databricks Employee
  • 1 kudos

Hello @arthurandrade , I looked into this and here is what If found: These are really two separate problems, and the thing that untangles them is realizing that AI Playground, Chat in Genie (what used to sit under Databricks One), and Genie Code are ...

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kumarsuresh
by New Contributor III
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Gen AI course material

Databricks updated the Generative AI course https://partner-academy.databricks.com/learn/lp/315/generative-ai-engineering-pathway but the course material is missing in the partner academy. Does anybody know where to download the course material? 

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Neeljy
New Contributor II
  • 0 kudos

I wasn't able to find separate downloadable materials either. While searching for alternatives, I ended up using a few external GenAI courses (including one from Edureka) for additional practice and explanations. If anyone has located the official Da...

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Brahmareddy
by Esteemed Contributor II
  • 2253 Views
  • 2 replies
  • 5 kudos

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...

  • 2253 Views
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Latest Reply
sunmin_lee
Databricks Employee
  • 5 kudos

Very well said. Thanks for sharing your honest experiences! 

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satusky
by New Contributor II
  • 817 Views
  • 2 replies
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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...

  • 817 Views
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Latest Reply
Ashwin_DSA
Databricks Employee
  • 1 kudos

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
  • 600 Views
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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...

  • 600 Views
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ShamenParis
New Contributor III
  • 0 kudos

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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