- 42210 Views
- 24 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 ...
- 42210 Views
- 24 replies
- 51 kudos
- 51 kudos
Great initiative by Databricks! This is a valuable opportunity to build practical GenAI skills and stay ahead in the rapidly evolving AI space.
- 51 kudos
- 7193 Views
- 13 replies
- 3 kudos
Resolved! RLS in Genie Space
I am developing a Conversational BI Solution using Genie. There are users from different roles and we need to restrict the rows returned based on the user's role. Typically RLS. I understand from documentation Genie leverage the RLS setup on the Unit...
- 7193 Views
- 13 replies
- 3 kudos
- 3 kudos
This post explains the solution to your problem.Multi-Tenant Genie Spaces: Working Demo | by Rohit Bhagwat | Medium
- 3 kudos
- 925 Views
- 1 replies
- 0 kudos
Databricks-hosted Foundation Model APIs blocked by workspace rate limit of 0
Hello,My Databricks-hosted Foundation Model endpoints appear READY, but every runtime invocation is blocked by a workspace-level quota.Workspace details:- Workspace ID: 7474647458172567- Workspace URL: https://dbc-731cb41b-741e.cloud.databricks.com- ...
- 925 Views
- 1 replies
- 0 kudos
- 0 kudos
@APIUser4827 What you are encountering is the expected behavior in free edition. Databricks imposes a hard limit of 0 on premium, high demand Foundation Models especially - Claude and GPT groups when a workspace is operating under a free edition.You ...
- 0 kudos
- 713 Views
- 3 replies
- 2 kudos
Endpoint Error
I have a GCP Databricks account on the Enterprise plan with GCP Marketplace configured as the default payment method. Partner-powered AI features are enabled, and we enabled the Supervisor API Beta preview. Unity Catalog v3 model services are visible...
- 713 Views
- 3 replies
- 2 kudos
- 2 kudos
Hey, thanks for replying! I'm not really sure how to upgrade 'further' from what I can currently see under the 'Billing' section of my workplace, screenshot for the same is attached; your advice would be really helpful!
- 2 kudos
- 1124 Views
- 1 replies
- 0 kudos
Resolved! Bedrock and Genie
Genie expertsWe are planning to utilize the AWS Bedrock agent to work with Genie One and invoke endpoints within Databricks. Our setup will involve multiple Databricks accounts that will be integrated with the Bedrock agent. I would appreciate any g...
- 1124 Views
- 1 replies
- 0 kudos
- 0 kudos
A few practical patterns/gotchas that tend to matter for this kind of setup: 1. Bedrock doesn't have a native Genie connector, so the usual approach is to implement the call as a Bedrock Agent action group backed by a Lambda function. The Lambda wrap...
- 0 kudos
- 1920 Views
- 5 replies
- 4 kudos
[Genie] Format assistance & entity match doesn't work for me
I enable format assistance & entity match for some table fields in my genie space. But it looks like it doesn't work. e.g. the following field is categorical and I enable format assistance & entity match for it. The following is the generated sql: mo...
- 1920 Views
- 5 replies
- 4 kudos
- 4 kudos
@pavannaidu I would like to reopen this issue, as I have faced similar problems (and yes I made sure to enable it properly, toggling off and saving, toggling on and saving again, etc.). For Genie Agent in Chat Mode, when going into the thinking proce...
- 4 kudos
- 587 Views
- 2 replies
- 1 kudos
Questions about "Store OpenTelemetry traces in Unity Catalog"
Hi,I'm trying to use the OpenTelemetry traces in Unity Catalog https://docs.databricks.com/aws/en/mlflow3/genai/tracing/trace-unity-catalogBut I'm having trouble to understand the behavior.First, I can't find any data in the following two tables.<tab...
- 587 Views
- 2 replies
- 1 kudos
- 1 kudos
The _otel_logs and _otel_metrics tables may remain empty if your traces are stored primarily in the spans table. Check _otel_spans first and verify that the UC trace storage and permissions are configured correctly.For a new setup, use Unity Catalog ...
- 1 kudos
- 866 Views
- 5 replies
- 0 kudos
facing issue in llm models
i have signed up to databricks using aws but when i try to access model i m getting error Error (403): PERMISSION_DENIED: The endpoint is temporarily disabled due to a Databricks-set rate limit of 0.
- 866 Views
- 5 replies
- 0 kudos
- 0 kudos
Yes. If you have already upgraded from the Free Trial to Enterprise and the error is still exactly Databricks-set rate limit of 0, then changing the QPM/TPM limit in the UI is not going to fix it.I checked the current Databricks documentation and rec...
- 0 kudos
- 355 Views
- 1 replies
- 0 kudos
Genie Agent Volume Attachment (Beta) Docs mentions multiple formats but images aren't supported
Hi Databricks Team,I'm testing the Genie Agent volume attachment feature (Beta) and have a question regarding supported file formats.According to the documentation, Genie Agents can be attached to a Volume containing various file formats. The support...
- 355 Views
- 1 replies
- 0 kudos
- 815 Views
- 2 replies
- 2 kudos
Databricks Knowledge Assistant
Hi All,I've been exploring Knowledge Assistant and trying to understand how it works under the hood. I noticed it's built on the Instructed Retriever architecture, and I recently came across an update called Instructed-Retriever-1, which is supposed ...
- 815 Views
- 2 replies
- 2 kudos
- 2 kudos
@suryaprayaga , I see the instructed-retriever-1 generates pair of query & filter, there can be filters that vector-index does not contain, what all metadata fields are persisted on vector-index , in case of llama-index we define the metadata columns...
- 2 kudos
- 6474 Views
- 5 replies
- 3 kudos
Testing ai_parse_document vs PyMuPDF for PDF extraction
I’ve been experimenting with the Databricks AI functions and recently ran a small test extracting structured information from a PDF document.My initial approach was to use ai_parse_document to extract the text from the PDF.While the function appeared...
- 6474 Views
- 5 replies
- 3 kudos
- 3 kudos
Great points here! I'm using a similar hybrid approach in production:PyMuPDF runs on everything first, it extracts native text from digital PDFs (fast, free, zero AI cost). Any PDF that returns no text gets tagged as needs_ocr.Only the needs_ocr docu...
- 3 kudos
- 944 Views
- 3 replies
- 1 kudos
Building an Agentic HR Front Door on Databricks
I have been exploring one question for the last few months:What happens when enterprise AI moves from answering questions to actually completing tasks?That led me to build DwaraOne, an agentic HR front door using Databricks free edition.Most HR assis...
- 944 Views
- 3 replies
- 1 kudos
- 1 kudos
Interesting to see the shift from AI assistants that answer questions to agents that can actually complete tasks. For enterprise adoption, I’m curious how teams are thinking about measuring business impact here — is the focus more on reducing manual ...
- 1 kudos
- 2547 Views
- 1 replies
- 2 kudos
The Open-Weight Revolution: A Game Changer for Our LLM Cost Optimization Odyssey
How We Got HereWe started looking at the GLM-5.2 topic after Databricks released their benchmark comparing GLM-5.2 on PI against other models on other coding agents. What really attracted us was how far the gap has closed between open-weight models a...
- 2547 Views
- 1 replies
- 2 kudos
- 2 kudos
Great analysis — this mirrors almost exactly what we've been studying in production at a regulated financial institution in Southeast Asia (banking sector).The "token price is a poor indicator of actual costs" point is the core insight most teams mis...
- 2 kudos
- 622 Views
- 1 replies
- 0 kudos
How do I query genie space's actual conversation messages? (Genie space API)
Hi I'm creating a databricks app and I want to show genie space conversations messages both from users and genie. This is the api i'm using : GET /api/2.0/genie/spaces/{space_id}/conversations/{conversation_id}/messages/{message_id}Get conversation ...
- 622 Views
- 1 replies
- 0 kudos
- 0 kudos
Hi Cobs, I hit the same wall building on the Genie API. The key is that content in the message object is the user's message, not Genie's answer. The actual response lives in the attachments array, and there are several attachment types:- attachments[...
- 0 kudos
- 1668 Views
- 6 replies
- 0 kudos
Supervisor Agent or Knowledge assistant not available
I am unable to make use of the Supervisor Agent or Knowledge assistant.I have this issue on multiple Databricks environments / workspace (Databricks native / azure / ....)The databricks native one has a premium account with a credit card associated.T...
- 1668 Views
- 6 replies
- 0 kudos
- 0 kudos
Hi, Sorry you're still having issues but glad it seems to be working on the AWS one. It should be working in that region in Azure as far as I can tell. It could be an issue with model availability on Azure, at the point you tried it. If you have an A...
- 0 kudos
- 1499 Views
- 2 replies
- 0 kudos
Resolved! Getting error in databricks agent response
I have selected a non-instruct model: databricks-qwen35-122b-a10b. Although the model doesn't matter. So when I type anything in the chat UI after deployment, the response is always along these lines:{ "detail": "1 validation error for ResponseOutp...
- 1499 Views
- 2 replies
- 0 kudos
- 0 kudos
Hello! So I am using the built-in code when we initiate the databricks custom app using agent. After tweaking and using AI by Gemini and Claude, I was finally able to start the conversation and receive the response! Sharing the code below for anyone ...
- 0 kudos
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