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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
  • 41124 Views
  • 23 replies
  • 51 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
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Latest Reply
ChiranjeeviKudu
New Contributor III
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Thanks for sharing.

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michael365
by • New Contributor III
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Resolved! Improving Genie Space via text instructions

Dear all,I'm trying to improve my Genie Space with some text instructions but very often Genie does not use it. If I prompt "Why have you not considered my instructions" after he answered a question he realizes that he forgot it. But this is too late...

  • 1864 Views
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Latest Reply
Ashwin_DSA
Databricks Employee
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Hi @michael365, There is no documented hard rule that "general instructions must be 20 lines or less." Databricks guidance is to keep text instructions small, focused, and well-organised, because long or overly broad instructions can become less effe...

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lej6
by • New Contributor III
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Resolved! Genie Space API – Inspect Mode Limitation

Hi everyone,Is Inspect mode supported when using the Genie Space API?If not, is there any plan to support it in the future?I notice a significant difference in answer quality when using Genie with Inspect mode enabled and disabled in th Databricks UI...

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szymon_dybczak
Esteemed Contributor III
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Hi @lej6 ,For now inspection is not supported through Genie Space API. I guess it will be added in the future though. If my answer was helpful, please consider marking it as accepted solution.https://docs.databricks.com/aws/en/genie/conversation-api#...

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ashdc2026
by • New Contributor II
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Resolved! Facing issue while opening Genie Code

Hi,For the past 3-4 days, I have not been able to open the Genie Code AI assistant in the Databricks workspace. Earlier, it was working fine and was quite helpful for code development.I am getting the error message shown below (screenshot pasted). I ...

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szymon_dybczak
Esteemed Contributor III
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Hi @ashdc2026 ,Check below thread. Try to also delete cookies. If that won't help use inspect tool and attach more detailed error message:Solved: Not able to access Databricks AI assistant or crea... - Databricks Community - 147951

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Ale_Armillotta
by • Valued Contributor II
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Resolved! OAuth authentication is required for MCP servers hosted on Databricks Apps

Hi all.I'm deploying an agent with a custom MCP using Databrikcs.Unfortunately when I try to test the MCP connectivity I receive this error:OAuth authentication is required for MCP servers hosted on Databricks Apps. Your current authentication method...

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Ale_Armillotta
Valued Contributor II
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I found the issue. I missed to create the OAuth token into Identity & user. I was using the SP secret. 

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cormierjohn
by • New Contributor
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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...

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stbjelcevic
Databricks Employee
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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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MWojcicki
by • New Contributor
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Genie PDF export corrupts non-ASCII characters (Polish diacritics ł, ż, ś, ź, ę, ą)

When exporting a Genie conversation response to PDF, all Polish diacritical characters are systematically replaced with wrong ASCII characters, making the document unreadable for Polish-speaking users.Character substitution patternExpected Rendered a...

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WiliamRosa
Databricks Partner
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Hi @MWojcicki My understanding is that Genie space skills would not solve this issue.The problem you described appears to be a **PDF rendering/export bug**, not something related to Genie instructions, skills, or table definitions.Based on your techn...

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prakashhinduja
by • New Contributor III
  • 2852 Views
  • 6 replies
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Resolved! Prakash Hinduja Geneva, Switzerland, How do I fine-tune a large language model (LLM) in Databricks?

Hello Databricks Community,I am Prakash Hinduja from Geneva, Switzerland (Swiss), currently exploring fine-tuning large language models (LLMs) in Databricks and would appreciate any guidance or suggestions from those with experience in this area. Reg...

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anmolhhns
New Contributor III
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Hi @jayshan, you're right the material is outdated now. The more current path is Foundation Model Fine-tuning, which is part of Mosaic AI Model Training. You can run it from the Databricks UI or with the databricks_genai SDK, point it at training dat...

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SaiVihAI
by • New Contributor
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Multi Vector Index

Can we create multi vector indexes on multiple embedding columns in delta table as part of databricks vector search

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jwaczak
New Contributor II
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Is this still the case? Both the rest api (https://docs.databricks.com/api/workspace/vectorsearchindexes/createindex) and the python sdk (https://databricks-sdk-py.readthedocs.io/en/latest/dbdataclasses/vectorsearch.html#databricks.sdk.service.vector...

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loujiang
by • New Contributor II
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Resolved! AI Playground access Tools(SQL Function) with spark connect PERMISSION_DENIED

Hello, Dear community, I have one SQL function defined in Unity Catalog accessing delta table in the unity catalog. It works normally if i use SQL to execute Function. I see the possibility connecting function to Agent/ Chat. For the quick prototype,...

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Oliver_learning
New Contributor III
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Hello @loujiang,  a few questions to understand the issue.Does your workspace have serverless compute enabled?When AI Playground calls your function as a tool, is there an active classic cluster attached ?If you have a classic cluster, is it configur...

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skarangi_349
by • New Contributor
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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...

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Sumit_7
Esteemed Contributor
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@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
  • 13855 Views
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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...

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nishkambatta
New Contributor II
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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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michael365
by • New Contributor III
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Resolved! Purpose and usage of Entity matching in Genie Spaces

Hi all,I'm tyring to improve a Genie space and and experimenting with features like Format assistance and Entity matching for single columns.Doens anybody know how to use Entity matching feature?Documentation says:"Entity matching: Entity matching pr...

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Ashwin_DSA
Databricks Employee
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Hi @michael365, You don’t configure those 1,024 distinct values manually anywhere. For each column with Entity matching turned on, Genie automatically scans the underlying table (up to 100M rows) and picks up to 1,024 distinct values (currently the m...

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wirrywoo
by • New Contributor III
  • 3532 Views
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Resolved! Are there limits set for Agent Mode in Databricks Free Edition?

Hi everyone,I’ve been trying out Agent Mode in the Databricks Free Edition and I’m a bit unclear on the usage limits.From what I can tell, Agent Mode seems to default back to chat mode after a certain point, and when I was using it more heavily, I st...

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wirrywoo
New Contributor III
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Great thank you for the explanation @Ashwin_DSA . Very helpful response!I'll be more conscious of my usage of Genie in Free Edition moving forward. To re-enable Genie in my Free Edition workspace, would I just need to wait until the limits are reset ...

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juliechen
by • New Contributor II
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Poll: With the current maturity of LLMs and Genie, how are you positioning Genie in your org

Do you see Genie (or similar AI analytics tools) as:1️⃣ Primarily for power users / data-savvy users to enhance their daily work by correlating multiple business signals to generate deeper insights and answer more complex questions for the organizati...

  • 536 Views
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michael365
New Contributor III
  • 1 kudos

According to my experience both target groups can be adressed:Genie (spaces) are made for use by power usersEnabling Genie spaces via Databricks One* can be used by a broad organizationGenie Code is for technical persons e.g. data engineers, data sci...

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