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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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- 736 Views
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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 ...
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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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- 1265 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?
- 1265 Views
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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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- 582 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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@actualhuman_012 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...
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- 718 Views
- 3 replies
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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...
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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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- 650 Views
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agent bricks - can't figure out how to enable Knowledge Assistant
Hi, getting this error when trying to build a Knowledge Assistant agent: I have a premium account in the eastus region. The docs say I need to have a 'serverless budget policy' configured, but despite all my attempts, i can't get it to show up as an ...
- 650 Views
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Hi Steph, it sounds like the Knowledge Assistant requires a serverless budget policy linked to your premium account. If it’s not showing in admin settings, it’s often a region/configuration issue. I’d recommend:Double-check that your East US account ...
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- 891 Views
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Resolved! Help with hybrid search function
I need help writing a filter. I want to pre-filter a vector index before performing a hybrid search and create this as a function. Below is a simple example of searching for products for a given customer. A prefilter is key as this provides author...
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@the_peterlandis, Yes, currently vector_search SQL function doesn't provide pre filter support. However, if you must implement the UC function for this, you can do it something like below using Python code with filters. %sql CREATE OR REPLACE FUNCT...
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- 676 Views
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Resolved! Multi-agent chatbot Optimization
We have developed a multi-agent chatbot using LangGraph within the Databricks environment. The solution is functional, but we are facing challenges related to performance observability and end-to-end optimization.We need guidance in the following are...
- 676 Views
- 1 replies
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Hi @Saurabh2406 , This sounds like a fairly advanced use case - are you in touch with your account team at Databricks? They would be able to provide you with more detailed guidance on this use case. They could also get you connected with internal spe...
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- 3614 Views
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How to Use Databricks Repos for Collaborative Development and CI/CD Integration?
I’d like to gather insights, best practices, and real-world experiences from anyone who has worked with Databricks Repos for team-based development. Databricks Repos is designed to streamline source control, versioning, and automation, but the workfl...
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- 6 replies
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Databricks Repos make collaborative development easy by connecting notebooks to Git. You can work on branches, track changes, and sync with your team. Plus, they integrate with CI/CD pipelines, allowing automated testing and deployment of notebooks o...
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- 1993 Views
- 3 replies
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Resolved! Information Extraction Agent - Update Agent failed
Hi everyone,I’m running into a persistent issue when trying to save an Information Extraction Agent in Databricks.Every time I click Save and update, I get: Update Agent failed. Failed to save AgentThis happens regardless of what I change — schema, g...
- 1993 Views
- 3 replies
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It sounds like the update for your Information Extraction Agent didn’t go through successfully. A few things you could try:Check logs – Look for any error messages during the update process; they often give clues about what went wrong.Verify dependen...
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- 784 Views
- 2 replies
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Resolved! Agent Bricks Multi Agent Supervisor failing update
Hello,I recently created a Multi Agent supervisor yesterday and it is working fine till date but when i created a second Multi Agent Supervisor assistant, im facing below error: Endpoint update failedFailed to deploy : Quota Exceeded: You've hit the ...
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Thanks Advika, I have deleted some of the endpoints and its working now. Also wanted to know if instead of deleting the endpoint, can I just pause it or scale it to zero to avoid endpoint cost.
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- 2621 Views
- 3 replies
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Resolved! Measuring latency metrics like TTFT, TBT when deploying agents on Databricks
Is there an inbuilt method to measure latency metrics like TTFT, TBT when deploying agents on Databricks? Using MLFlow ChatAgent, ChatDatabricks/OpenAI client(workspace client)What would be the way to measure them in case no inbuilt method exists?
- 2621 Views
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@actualhuman_012 , You’re close: for production observability you can use server‑side tracing when you deploy agents on Databricks, and client‑side instrumentation when the app runs outside; you don’t have to rely only on the client side. What to us...
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- 6500 Views
- 3 replies
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Vector search index creation is incredibly slow
I am trying to create a vector search index for a Delta Table using Azure OpenAI embeddings (text-embedding-3-large). The table contains 5000 chunks with approx. 1000 tokens each. The OpenAI embeddings are generated through a Databricks model serving...
- 6500 Views
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@epistoteles I am also facing the same issue while delta table sync with Index. Could you please share if you have any work around or used some different appoarch to decrease latency.Thanks in advance.
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- 1183 Views
- 4 replies
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Resolved! Agentic AI Workload Analyzer
Hello Databricks experts,In Automating Best Practices with Agentic AI Workload Analyzer, Krishna Satyavarapu and Nikhil Mishra mentioned "The Agentic AI Workload Analyzer". Is it known when this will be available.cheersMario
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Generative AI is transforming how we handle data and automation. The key challenge now is balancing model creativity with control — ensuring reliable outputs while keeping innovation at the core.
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Resolved! Agent Bricks - MAS 500 Internal error
Hi Databricks Team / Community,I’m encountering a 500 Internal Server Error when calling an Agent Bricks MAS endpoint in my workspace. The error message is:500 Internal Error. Please try again later. If this issue persists, please contact Databricks ...
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Hello, i'm facing the same issue while testing sample queries in the "Test your Agent" box. Could anyone plese help me with the process of enabling OBO authorization
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- 1994 Views
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Resolved! Agent Bricks Cost and Billing
This is regarding agent bricks and want to understand DBU consumed while creating a knowledge assistant agent. Can anyone please share any video or documentation which will help me in this regard..Let's say I take a pdf on which we want Knowledge ass...
- 1994 Views
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As it is fairly new product and yet to be made availalbe in various region even in Public preview, we are running a webinar with Databricks SA. Below is the link to our earlier post. Pls feel free to join this and hear it directly from Databricks SA ...
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