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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

Brahmareddy
by Esteemed Contributor II
  • 342 Views
  • 0 replies
  • 1 kudos

Omnigent: The Control Layer Enterprise AI Needs

Most companies are starting to use more AI agents.One team may use a coding agent. Another team may use a search agent. Some teams may build their own agents for specific business workflows. Each agent may work well on its own.The real problem starts...

  • 342 Views
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  • 1 kudos
dkxxx-rc
by Contributor
  • 697 Views
  • 1 replies
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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...

  • 697 Views
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Latest Reply
harisrinivasay
Contributor
  • 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
  • 1298 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....

  • 1298 Views
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  • 2 kudos
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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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juliopalmeiro
by New Contributor II
  • 1340 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...

  • 1340 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...

  • 1 kudos
Inument
by New Contributor II
  • 749 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...

  • 749 Views
  • 1 replies
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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...

  • 1 kudos
steff_horemans
by New Contributor
  • 537 Views
  • 1 replies
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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...

  • 537 Views
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Ashwin_DSA
Databricks Employee
  • 0 kudos

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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dkxxx-rc
by Contributor
  • 492 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?

  • 492 Views
  • 1 replies
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Latest Reply
emma_s
Databricks Employee
  • 0 kudos

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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Brahmareddy
by Esteemed Contributor II
  • 1789 Views
  • 1 replies
  • 0 kudos

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...

  • 1789 Views
  • 1 replies
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Latest Reply
Brahmareddy
Esteemed Contributor II
  • 0 kudos

 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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Brahmareddy
by Esteemed Contributor II
  • 3141 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...

  • 3141 Views
  • 2 replies
  • 5 kudos
Latest Reply
sunmin_lee
Databricks Employee
  • 5 kudos

Very well said. Thanks for sharing your honest experiences! 

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Gautam2809
by New Contributor II
  • 1182 Views
  • 3 replies
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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?

  • 1182 Views
  • 3 replies
  • 1 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 1 kudos

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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Ale_Armillotta
by Valued Contributor II
  • 1403 Views
  • 2 replies
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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...

  • 1403 Views
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MoJaMa
Databricks Employee
  • 0 kudos

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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cormierjohn
by New Contributor
  • 1147 Views
  • 1 replies
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Resolved! FMAPI Anthropic endpoint rejects requests with trailing assistant message — known limitation?

Hey all — looking for confirmation on a behavior I'm hitting on the Foundation Model API (pay-per-token) Anthropic-compatible endpoint, in case anyone else has worked around it.What I'm doing: serving Claude models through /serving-endpoints/anthropi...

  • 1147 Views
  • 1 replies
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stbjelcevic
Databricks Employee
  • 0 kudos

Hi @cormierjohn , Your understanding is correct. The validation rejecting a trailing assistant turn is happening at the FMAPI proxy layer before the request reaches Claude, so any client that uses Anthropic's prefill primitive will 400 against this e...

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skarangi_349
by New Contributor
  • 1130 Views
  • 1 replies
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ai-dev-kit -Best practices and Scoped PATs

SpoilerHi,I am experimenting with ai-dev-kit and would like to ask whether there are any best practices, demos, or safety guardrails that were followed when using it. Specifically recommended settings for a limited-access PAT for dev-ai-toolkit.Thank...

  • 1130 Views
  • 1 replies
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Sumit_7
Esteemed Contributor
  • 0 kudos

@skarangi_349 As this is not a official DB product hence there's no such guide or docs. Best would be to follow the creators - https://www.youtube.com/@DustinVannoyYou may check other videos over youtube as well.

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frankc
by New Contributor III
  • 12696 Views
  • 7 replies
  • 6 kudos

OpenAi gpt-oss support for responses API?

I was looking forward to using there openAI responses API when the new gpt-oss models were added to Databricks.The openAI website states these model are compatible with the responses API.However, it does not seem to support it on Databricks. See erro...

  • 12696 Views
  • 7 replies
  • 6 kudos
Latest Reply
nishkambatta
New Contributor II
  • 6 kudos

Great discussion here—this highlights a real gap between the Chat Completions API and the newer Responses API. It’s clear the Responses API is the direction forward, especially with better multi-modal and tool-calling capabilities, but the lack of su...

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