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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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- 616 Views
- 2 replies
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Best Approach for Per-User Authentication with Databricks in an Agent-Based System
Hello everyone,I have built an ADK-based agent that connects to Databricks and can retrieve various information. However, I’m trying to design a secure way to authenticate each user individually when they interact with the agent.So far, I see two pos...
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Hello @Vamsi3757 , This is an excellent architecture question. You are completely right to avoid PATs (due to lifecycle/security risks) and Service Principals (which mask individual user identities and make Unity Catalog audit logging difficult).To s...
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- 904 Views
- 3 replies
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Resolved! Genie UI MCP Server Connection Issue
Hi community,I ran into an issue while connecting a third-party MCP server to Genie's general chat UI and wanted to check if anyone else has seen this.The connection fails immediately during the initial MCP handshake with:`TypeError: unhashable type:...
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Hi @Bihaag_N, From what I can gather, I couldn't find this exact TypeError: unhashable type: 'list' in the public docs, and I also don’t see any documented connection-side requirement stating that third-party MCP manifests need list fields normalised...
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- 1344 Views
- 2 replies
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Resolved! How does Genie look under the hood
Hi everybody,I'm using Genie for some time which is really great. In order to improve and before recommending it more users within our company I need to get more insights on Genie including but not limited to:Is it correct that the “thinking” part is...
- 1344 Views
- 2 replies
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Hi @Ashwin_DSA thanks for your response.Regarding the performance issue the SQL is fast but the end-to-end response is still slow. So I assume that the bottleneck is Genie itself.I also resized the space in terms of number data sets added and improve...
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- 846 Views
- 3 replies
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Resolved! Can genie code be accessed via databricks app or external app; or is it confined to Workspace UI?
Hi, Can genie code be accessed via databricks app or external app; or is it confined to Workspace UI only?
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The question raised by @Gautam2809 was about Genie Code - specifically can you use it outside UI. And as of now there's no such an option.
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- 453 Views
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Genie Code inline execution is very slow
Hi everyone,I’ve noticed that running inline code in Genie Code has been taking a long time, even for simple tasks.The only workaround I found so far was to explicitly instruct Genie to create notebooks in my personal folder and run the code there in...
- 453 Views
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Hi @lennonantonyy, Thanks for raising this. Yes, I've seen similar reports from others as well. A few people have run into notebook slowness/browser memory pressure when Genie Code is open, including lag while typing and generally poorer performance ...
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- 1057 Views
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Resolved! MLFlow tracking from Azure Container Instance
Hi everyone,we're building a voice chatbot for a customer using a mix of technologies — Databricks, Azure AI Foundry, and a few external containerized services.Currently, we're tracking requests and logs via Lakebase with custom traces, but I'm now e...
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Similar response to the one from WorksBuddy. Short answer: yes, it's supported, and there's a specific Databricks guide for your case. The tutorial you found is for local/IDE; the production-container equivalent is here: Trace agents deployed out...
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- 306 Views
- 1 replies
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Provisioned throughput is not enabled for this workspace
I am seeing two related issues with Databricks-hosted Claude models in my workspace.Workspace details:- Cloud: AWS- Region: us-west-2- Tier: Premium PAYG- Serverless compute: enabled- Unity Catalog/metastore: configured- Compliance security profile...
- 306 Views
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Hi @andr11v, What you are seeing appears to be two separate issues rather than a single root cause. For the pay-per-token issue, the regional support table shows that Claude models are supported in AWS us-west-2, and the docs also say those models ar...
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- 673 Views
- 1 replies
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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...
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- 1 replies
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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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- 661 Views
- 1 replies
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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...
- 661 Views
- 1 replies
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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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- 447 Views
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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 ...
- 447 Views
- 1 replies
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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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- 621 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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- 836 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...
- 836 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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- 417 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...
- 417 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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- 2152 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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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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- 5007 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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