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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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ThiamLee
Contributor
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Great initiative by Databricks! This is a valuable opportunity to build practical GenAI skills and stay ahead in the rapidly evolving AI space.

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OliverMini
by • Databricks Partner
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Resolved! How to retrieve Genie's narrative text summary (final_summary) via API?

Dear Databricks Community,I am trying to programmatically access the narrative text summary that Databricks Genie displays in the UI, but I cannot find it in the public API responses.What I see in the UI: When I ask Genie a question, the UI displays ...

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tulga-orosoo
New Contributor II
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Hey, thank you very much! Confirm the text summary is in the response now.

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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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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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tech_us
by • New Contributor III
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How Is Databricks Accelerating AI Innovation Across Industries?

As AI adoption continues to grow, organizations are looking for scalable platforms that can support data engineering, machine learning, analytics, and generative AI workloads. Databricks has become a key part of many AI strategies by helping teams un...

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steff_horemans
by • New Contributor
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Resolved! 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
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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 III
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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
Esteemed Contributor II
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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 III
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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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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?

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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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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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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
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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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Clever
by • New Contributor
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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?

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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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