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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 ...
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- 22 replies
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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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- 885 Views
- 1 replies
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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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I found the issue. I missed to create the OAuth token into Identity & user. I was using the SP secret.
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- 1183 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...
- 1183 Views
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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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- 517 Views
- 1 replies
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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...
- 517 Views
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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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- 2539 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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- 6 replies
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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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- 5185 Views
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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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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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- 872 Views
- 2 replies
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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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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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- 1140 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...
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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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- 270 Views
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Genie Code prompt context absent, what I think, could be power features
But for all I can know are these limits intentional?Empathy for the Genie (image(1))---This feels a little short sighted. Almost the like, in some ways, a terminal is still more elevated. AI prompt certainly won't be a challenge to HAL9000 anytime so...
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- 12795 Views
- 7 replies
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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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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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- 1158 Views
- 1 replies
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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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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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- 2591 Views
- 6 replies
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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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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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- 399 Views
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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...
- 399 Views
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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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- 614 Views
- 2 replies
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Unable to make fresh deployments to an agent model serving endpoint due to permission issues
One of my teammate left and now I cannot make fresh deployments to the agent serving endpoint created by him. Getting below error while trying to deploy with agents.deploy(). Any way to solve it without recreating the endpoint?PermissionDenied: Princ...
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Hi @actualhuman_012 ,That a bit problematic. According to docs:Create custom model serving endpoints | Databricks on AWS"The identity under which a model serving endpoint runs is tied to the original creator of the endpoint.After endpoint creation, t...
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- 1839 Views
- 2 replies
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Genie Code severely regressed over the past 2 days — no longer behaves as before
Hi community,Starting around April 21, 2026, Genie Code in our Azure Databricks workspace has severely regressed and no longer functions the way it did before. No changes were made on our end — no DBR updates, no workspace config changes.We are a tea...
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@DivyaandData thank you for the quick response! I'm checking with my workspace admin to confirm whether AI partner-powered features are enabled. I'll report back shortly. This could definitely explain the degraded experience — the loss of Agent Mode ...
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- 3271 Views
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Resolved! Databricks Hosted Foundation Models usage and costs
Before proceeding with experimentation and subsequent production use of the Databricks‑hosted Foundation Models (e.g., Claude, Llama, Gemma via Foundation Model APIs), could you please confirm whether a separate agreement with the underlying model pr...
- 3271 Views
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Hi @MA4, For Databricks-hosted foundation models that you access via Foundation Model APIs (for example, Claude, Llama, Gemma on Azure Databricks), you do not need to sign a separate commercial contract with Anthropic/Meta/Google in addition to your ...
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