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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 ...
- 30758 Views
- 19 replies
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This is an exciting step forward from Databricks! Looking forward to diving into the curriculum and exploring what's next in the world of data + AI! Thanks for sharing @Sujitha
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- 266 Views
- 3 replies
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Multi‑Agent Supervisor: url_citation (source links) not shown in Playground — why and how to enable?
I’m seeing a difference in citation behavior between a single Knowledge Assistant (KA) agent and the Multi‑Agent Supervisor setup.What I testedIn Agent Bricks → Knowledge Assistant, I created an agent that returns citations with links (e.g., url_cita...
- 266 Views
- 3 replies
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- 232 Views
- 2 replies
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How to Increase HTTP Request Timeout for Databricks App Beyond 120 Seconds?
I’ve built a Databricks App using Gradio that leverages predict_stream to get streaming responses from a multi-agent supervisor. The app coordinates reasoning across four knowledge agents, so the model uses a long chain-of-thought process before retu...
- 232 Views
- 2 replies
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Hi @snarayan ,I think you might be hitting timeout from model serving endpoint:Debug model serving timeouts - Azure Databricks | Microsoft LearnYou can try to increase timeout using environment variables using the Serving UI or programmatically using...
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- 401 Views
- 9 replies
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Resolved! Custom MCP deployment
Hi Community!I have a question - could somebody please guide me how to deploy my custom MCP server to databricks?What I would like to achieve is the following:I have a unity catalog in databricks for which I would like to have MCPif the data in unity...
- 401 Views
- 9 replies
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@Hubert-Dudek ! Okay, I did not know about it! Unfortunately in my databricks workspace a can see Agent Bricks as Coming Soon
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- 271 Views
- 3 replies
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Resolved! Serving model issue in databricks
I’m facing an issue while trying to deploy a custom pyfunc model for Qwen3-Embedding-8B (GGUF format) registered in Unity Catalog. The GGUF model file is stored inside a Unity Catalog Volume, and during model training and registration everything work...
- 271 Views
- 3 replies
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- 1523 Views
- 5 replies
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Resolved! Databricks Genie new space creation using API
I am exploring an option to see if Databricks Genie can be created using API or using python script?
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- 5 replies
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A recent update introduced the ability to create, update, and delete genie spaces. By stringing these together into your CI/CD pipeline, you should be able to accomplish everything you need. It is not in the SDK or DABs quite yet, but keep an eye out...
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- 133 Views
- 1 replies
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Not able to add scorer to multi agent supervisor
Hello,When I try to add scorers to Multi agent endpoint based on the last 10 traces that I have logged and visible in the experiments tab, i get this error.Also, are there any demos which i can refer regarding the tabs within the evaluation bar expla...
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Hi @shivamrai162 , Did you add the last 10 traces to the evaluation dataset? You can follow the steps here to make sure you added the traces to the evaluation dataset. To answer your second question, here is a good article that covers the concepts an...
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- 160 Views
- 3 replies
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What is the core goal of your project or what problem are you trying to solve with generative AI or
What problem are you trying to solve using Databricks and generative AI?
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Below are high-impact problems you can solve with Databricks and generative AI, grounded in your enterprise data and governed end to end. Customer and employee knowledge accessBuild RAG-powered knowledge assistants that answer questions over your pr...
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- 277 Views
- 3 replies
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Resolved! Multi Agent Supervisor not able to coordinate with genie when deployed as a databricks app
Hello,I've provided necessary permissions to a chatbot that i created using DAB and deployed on databricks apps following this documentation. At the backend its using below agentsMulti Agent SupervisorKnowledge AssistantAI/BI GenieI've provided can_q...
- 277 Views
- 3 replies
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Hello Bianca,After following what you told, i found issues at two levelsOne was the missing genie-space configuration within databricks.ymlOther was with granting permissions to the service principal (app identity) access to the underlying tables.tha...
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- 337 Views
- 3 replies
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Error from mlflow traces in Databricks notebook
I'm unable to log my traces in my mlflow experiments.The goal is to have the tracing from my genAI calls like described in Tutorial: Connect your development environment to MLflow .So I'm able to create my experiment run, but they are every time empt...
- 337 Views
- 3 replies
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@rafaelgildin , I see that you have raised an Issue in the OSS mlflow repo, while the issue that you are encountering is on Databricks. The issue here is that you are explicitly adding trace.set_tracer_provider(tracer_provider). Databricks installs i...
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- 176 Views
- 1 replies
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model-specific tools (code interpreters, search, etc.) for OpenAI / Anthropic / Google
Hi,I’m happy to see that the latest models from the three major AI labs (OpenAI, Anthropic, and Google) are now available on Databricks. I had a follow-up question about what exactly is supported.Is Databricks only exposing the base models, or are so...
- 176 Views
- 1 replies
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Hi @Rahul-vlk You can use the models both as Databricks-hosted “first‑party” endpoints and via “external model” endpoints that proxy to the provider’s hosted APIs, all through a unified, OpenAI‑compatible interface for chat, embeddings, vision, and ...
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- 244 Views
- 1 replies
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Resolved! Lakesense Auth Error When Creating Multiple Knowledge Assistant Agents in Databricks
I’m encountering an issue related to Lakesense authentication when working with Agent Bricks Knowledge Assistant (KA) agents (I recreated thisAgent Bricks Knowledge Assistant agent), and I haven’t found any documentation on this. Hoping someone here ...
- 244 Views
- 1 replies
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Update: The new agents I create are now working as expected. A Databricks architect suggested that the earlier issue might have been due to a backend outage, since customers typically shouldn’t encounter Lakesense errors. At this point, any newly cre...
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- 162 Views
- 1 replies
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How do I build a retrieval-augmented generation (RAG) pipeline on Databricks — what are the best pra
How can I build an AI system (using Databricks) where the AI model doesn’t just rely on its built-in knowledge, but also retrieves real information from a database or documents before answering?
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@Suheb , We have a bunch of resources around Databricks RAG. Did you have a chance to look at the available documentation? Adding a few of them below. Databricks docs for RAG: https://docs.databricks.com/aws/en/generative-ai/retrieval-augmented-gener...
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- 193 Views
- 2 replies
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Random/Rare Bad Request error with Agent Serving endpoint
Whats the reason behind receiving below error at some rare occassions (once in a month)?"error_code": "BAD_REQUEST", "message": "Encountered an unexpected error while evaluating the model. Verify that the input is compatible with the model for infere...
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@Rajat-TVSM That message is the generic model-serving “bad request” wrapper we return when a predict operation fails or the request doesn’t match the model’s expected input. The quickest way forward is to validate your payload against the model sign...
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- 273 Views
- 1 replies
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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 ...
- 273 Views
- 1 replies
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Hi @OliverMini , The “answer summary”/“final summary” shown in the UI is a newer attachment type and is not yet exposed in the public API. It is being tracked internally as a potential enhancement as there appears to be a good amount of demand for it...
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- 245 Views
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Tags are not getting propagated immediately to Genie space for filtering Data Assets
Hi Databricks Team,I have created a Table and added a tag to it but i couldn't see that tag immediately in the Genie Space for filtering. It seems to be an issue of eventual consistency. I added a tag to a table and it seems to take 2 days to reflect...
- 245 Views
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Hi @Louis_Frolio ,Thanks for your inputs.Is there a way to add tables / views via SDK / API to Genie spaces?
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