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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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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
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Latest Reply
Darshan137
New Contributor II
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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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sandyveeru
by Visitor
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Genie not able to list MCP prompts

Hi community,I'm building a custom MCP proxy server (hosted as a Databricks App) that forwards requests to an upstream MCP server. The upstream server exposes both **tools** and **prompts** as per the MCP specification.I can confirm that Genie Code s...

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Ajay-Pandey
by Databricks MVP
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Agentbricks Knowledge Assistant - Facing Issue with Agent Creation and Source Visibility

Hi Team,I am facing an issue while creating a Knowledge Assistant in the Agent section. It was working fine earlier, and I had uploaded multiple PDF files (70K). However, it has now started behaving unexpectedly.I am not able to see any source data i...

AjayPandey_0-1782362411750.png AjayPandey_1-1782362453412.png AjayPandey_2-1782362563886.png
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Ajay-Pandey
Databricks MVP
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Thanks @Ashwin_DSA I have already tried the provided solution, but I am still facing the error. I have also raised a support request with Azure Databricks; however, it has been going in circles for the past month without resolution.

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suranga
by Databricks Partner
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AI Extract is disabled?

Why is AI Extract is not loading up? im on azure databricks and i have JPEG images in a Databricks Volume. Its on GA but why is it asking to contact sales for this?

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Ashwin_DSA
Databricks Employee
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Hi @suranga, I have checked this internally. What you're seeing is most likely a workspace availability issue rather than a problem with JPEG files in a Unity Catalog Volume. The public Information Extraction documentation lists a few workspace prere...

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3R1
by New Contributor II
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Accessing Document Presented in Demo in Get Started with AI Agents on Databricks Course

I'm taking Get Started with AI Agents on Databricks Course and cannot find the document that is shown in the Demo section.I wonder whether the Demo is for a show only or the learner can follow along. If the latter, where can I find it?Course Link: ht...

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Ashwin_DSA
Databricks Employee
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Hi @3R1,   Thank you for flagging this! The document shown in the Demo section of the Get Started with AI Agents on Databricks course is a Databricks Notebook. You should be able to access it by following the steps below: Log in to Databricks Academy...

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Andrewww
by New Contributor
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Genie space: Delta Tables or Metric View

I have started experimenting with Genie Spaces.I have a delta table with sales information. It has a date column, customer, product and amount bought.My question is, is it better to point the genie space to the raw table or create a metric view with ...

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balajij8
Contributor III
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Adding both the raw Delta table and the Metric View generally causes confusions to the Space. Genie relies entirely on the schemas, descriptions and metadata you provide to translate queries into optimized SQL. If you expose both objects containing t...

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prasuanu1222
by New Contributor II
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Genie spaces

Hello TeamI am planning to use a genie space for our project as we have seen some changes to costing i would like to understand few things1) what model does a genie space use and how to get costing estimate for the genie space?2) we want to embeded t...

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prasuanu1222
New Contributor II
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Thanks for answering the question one more clarification is we want to embeded this as iframe in a external application and this application is used by 10000 users daily which will go off the limits on the no of requests and the genie space will have...

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Inument
by New Contributor
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Does "move fast and break things" ruin AI agents?

Is the "move fast and break things" startup mindset actually fatal for custom AI agent development?I read that rushing MVPs creates massive tech debt and unstable guardrails that cause projects to crash by year two.Have any of you hit this "year 2 wa...

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steff_horemans
by New Contributor
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First time user of the community platform

Hi everyone,Don't know where to put this specific question. I'm working on a reference data mesh implementation to connect and combine datasets to find matching trials for patients with a specific genetic profile. - Do you know anyone that might be i...

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Ashwin_DSA
Databricks Employee
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Hi @steff_horemans, Yes, this is absolutely fine to ask here. You're touching a few quite different areas, though... Trial matching/reference data design, GenAI extraction of eligibility criteria, and governance/serving of bespoke models. You’ll like...

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Manas2000
by New Contributor
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DBSQL MCP output limit

Hi, Databricks Champions I am using SQL MCP server. I was able to connect to MCP and run my sql queries. However as my query out goes above 32,768 it gets truncated and I am not able to get the complete output. I can only pass warehouse_id in "_meta"...

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frankieseabrook
New Contributor II
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HI @Manas2000 ,This appears to be a Databricks SQL MCP limitation, not a Databricks SQL warehouse limitation.A hacky workaround might be to manually paginate in SQL, e.g., with `ROW_NUMBER()` or `LIMIT/OFFSET`, and run separate MCP calls for each pag...

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mbecker
by New Contributor
  • 455 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...

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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
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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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elsierainee
New Contributor II
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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
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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
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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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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
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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?

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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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