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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
  • 36750 Views
  • 22 replies
  • 48 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
  • 36750 Views
  • 22 replies
  • 48 kudos
Latest Reply
Darshan137
New Contributor II
  • 48 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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KarthikRK
by New Contributor
  • 231 Views
  • 4 replies
  • 5 kudos

Resolved! Request to Enable Foundation Model Endpoint Rate Limits

Hi,I'm working on a trade surveillance agent and need access to foundation model endpoints.Currently getting this error when calling any LLM endpoint:Error: "The endpoint is temporarily disabled due to a Databricks-set rate limit of 0"Could you pleas...

Generative AI
workspace administration
  • 231 Views
  • 4 replies
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Latest Reply
balajij8
Contributor III
  • 5 kudos

@KarthikRK Free edition may not be used for commercial purposes. You can create a new Databricks account by starting a free trial or create a paid workspace if you would like access to key features like best models.

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Bitrip007
by New Contributor II
  • 109 Views
  • 0 replies
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New Agentic AI Ecosystem in Databricks

it seems Databricks is moving from traditional RAG pipelines toward agent-native architectures with Lakebase Search, Genie Agents, MCP integration, and semantic business context.For teams building enterprise GenAI applications today:Are you still bui...

  • 109 Views
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prasuanu1222
by New Contributor II
  • 109 Views
  • 1 replies
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Short Term Memory & Long Term Memory

I am building an Agentic Application on Databricks using LangGraph (Classic Compute — Serverless cant be used so Agent Brickscant be used ).I want my agent to have two types of memory:Short-term memory â†’ Remember the current conversation and tool out...

  • 109 Views
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Latest Reply
Bitrip007
New Contributor II
  • 0 kudos

Since you're using LangGraph on Databricks Classic Compute, you don't have Agent Bricks or Managed Agent Memory. I would build the memory layer directly on Delta Lake + Unity Catalog. This gives you full control, is scalable, auditable, and integrate...

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appliable_ai
by New Contributor II
  • 340 Views
  • 3 replies
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Failed to save agent Supervisor Agent is not available. To access this feature, please contact sales

Hello,I am trying to create a Supervisor Agent via the web UI, and when starting to try and use it I get the errorFailed to save agent Supervisor Agent is not available. To access this feature, please contact salesThis is despite this preview being e...

appliable_ai_0-1782911899560.png appliable_ai_1-1782911959746.png
  • 340 Views
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Armanillo_RoK
New Contributor II
  • 0 kudos

Well @appliable_ai  then you might want to open a support ticket/contact your Databricks account team and ask them to enable/fix the Supervisor Agent entitlement on workspace. It works for me, but if I remember correctly I had to reach out to the our...

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mbecker
by New Contributor
  • 557 Views
  • 1 replies
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Official databricks-openai package fails to import after resolving databricks-vectorsearch

I filed a detailed GitHub issue here:https://github.com/databricks/databricks-ai-bridge/issues/433Summary:A clean install of `databricks-openai==0.15.0` currently resolves `databricks-vectorsearch==0.74`, after which the documented import fails:```py...

  • 557 Views
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Latest Reply
iyashk-DB
Databricks Employee
  • 0 kudos

Good news, this is already fixed. A Databricks maintainer confirmed the bug on your GitHub issue and shipped databricks-openai==0.16.0 together with databricks-ai-bridge==0.20.0 on June 10 to resolve it. So the actual fix, instead of pinning databric...

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sandyveeru
by New Contributor
  • 275 Views
  • 1 replies
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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...

  • 275 Views
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iyashk-DB
Databricks Employee
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This almost always turns out to be st.cache_resource on the connection, not the reverse proxy reusing anything. You said you checked your st.cache_data functions and they key on username, which is the right instinct, but the leak usually hides in wha...

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lej6
by New Contributor II
  • 94 Views
  • 1 replies
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Genie API List Conversations Incomplete

Hello,In my team we have a dashboard that tracks the Genie Answers Quality: the question that was made, the feedback, who made it,... We use the Genie API to extract the conversations of the Genie, write the data into a table, and feed the dashboard ...

  • 94 Views
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Latest Reply
Lu_Wang_ENB_DBX
Databricks Employee
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Genie agents are documented to support up to 10,000 conversations per agent and 10,000 messages per conversation, and the API is designed to retain prior messages as conversation context rather than silently omitting them. More likely causes are: You...

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ncastagnet_mc
by New Contributor II
  • 501 Views
  • 2 replies
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credential delegation not found (404) / permission delegation name (500)

Hi, We run a monitoring integration that reads a Genie space's conversations via the Conversation API, using a service principal with CAN MANAGE on the space - capturing each conversation's prompt, generated SQL, and query result.Listing conversation...

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Latest Reply
ncastagnet_mc
New Contributor II
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Thank you very much, @Lu_Wang_ENB_DBX   — this is really helpful and provides great insights! As a first step, we’ll ask the customer enable Genie chat sharing and check whether our monitoring identity can then read the results. If the 404s/500s pers...

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dkxxx-rc
by Contributor
  • 336 Views
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Resolved! Order of common questions in genie room

I want to add a set of Common Questions to my genie room as a guideline for users of what functions (i.e., question types) they are encouraged to choose from.  I want it to be like a pseudo-menu, with functions F1, F2, and F3.  The actual questions w...

  • 336 Views
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Latest Reply
harisrinivasay
New Contributor III
  • 0 kudos

Unfortunately, not at the moment. I've explored this as well, including the possibility of removing or customizing the menu/action buttons, but there currently isn't any control available for that.The only option is to include a list of suggested que...

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Froffri
by New Contributor III
  • 620 Views
  • 3 replies
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Resolved! OBO Authentication with Unity AI Gateway and databricks.agents.deploy()

Hi everyone,I'm trying to use the new Unity AI Gateway v2 (beta) endpoint from an agent deployed with the Mosaic AI Agent Framework and I'm running into what looks like a scope mismatch.Library versionsdatabricks-agents==1.11.0mlflow==3.12.0python~3....

  • 620 Views
  • 3 replies
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Latest Reply
iyashk-DB
Databricks Employee
  • 2 kudos

This isn't a config problem on your end, it's a support gap. On-behalf-of auth for the standalone Unity AI Gateway beta endpoint isn't supported yet when you're deploying through databricks.agents.deploy(). Specifically, "ai-gateway" isn't a valid va...

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TX-Aggie-00
by Databricks Partner
  • 658 Views
  • 9 replies
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AI Search Endpoint Quota in Azure

I have seen the common responses to most in this thread, so I will get ahead of it by saying that our workspace is not a trial, but a premium workspace in Azure.  I am a global admin in the workspace as well.  It seems like a lot of the AI settings g...

  • 658 Views
  • 9 replies
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Latest Reply
iyashk-DB
Databricks Employee
  • 0 kudos

Hi, this doesn't appear to be a product limitation. The documented default quota is 500 AI Search endpoints per workspace, and the documentation explicitly notes that this limit can be increased through your account team. Because of that, a Premium w...

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juliopalmeiro
by New Contributor II
  • 494 Views
  • 1 replies
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Resolved! Foundation Models API blocked — "Databricks-set rate limit of 0" even after adding payment method

I'm trying to use the Foundation Models API (databricks-claude-opus-4-8) in my workspace but every call returns this error:PERMISSION_DENIED: The endpoint is temporarily disabled due to a Databricks-set rate limit of 0.This happens both from notebook...

  • 494 Views
  • 1 replies
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Latest Reply
iyashk-DB
Databricks Employee
  • 1 kudos

Hi, this one isn't fixable from the endpoint or AI Gateway settings, even though it looks like a rate limit you should be able to just raise. That "Databricks-set rate limit of 0" is a workspace trust tier restriction, not the rate limit you configur...

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Inument
by New Contributor II
  • 510 Views
  • 1 replies
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Resolved! 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...

  • 510 Views
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Latest Reply
Rjdudley
Honored Contributor
  • 1 kudos

Well, you can only break things which exist, so if you're delivering an MVP, nothing yet exists to be broken.  This is kind of the wrong mindset, I think you should look at the agile process of "ship fast, ship small, iterate".  Sometimes the iterati...

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