- 42384 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 ...
- 42384 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
- 103 Views
- 0 replies
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Protecting Your Company Data When Integrating Coding Agents through Unity AI Gateway
Coding agents like Claude Code, Codex, OpenCode, or PI, started through the ug launcher, and integrated with foundation models through Unity AI Gateway can run with whatever Databricks permissions the developer already has through MCPs that is native...
- 103 Views
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- 277 Views
- 1 replies
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Dashboards dual axis
Hi!I am using AI/BI dashboards with dual y-axis. If I have Axis Range set to Default, it is not very good at auto-scaling. See attached example - notice the huge amount of dead spaceI could of course chose custom range to get better result, but then...
- 277 Views
- 1 replies
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Hi @hhaaland, Current documentation on the AI/BI dashboards with dual y-axis states that axis range has three options: Default ("Use an automatic range")Per facet, which only applies to faceted chartsCustom ("Set fixed Minimum and Maximum values") Th...
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- 549 Views
- 2 replies
- 3 kudos
How to size your Genie bill (Genie Agent, Genie Code) before the free period ends (31 January 2027)
31 January 2027 is closer than it looks. Until then, every question your people ask Genie One or a Genie Agent is free. From 1 February, it's billed like the rest of Genie: a free monthly allowance per person, then pay-as-you-go. If nobody has worked...
- 549 Views
- 2 replies
- 3 kudos
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Thanks @DoTA this is exactly the kind of review a cost post needs, and all three points were right. I've updated the post:1. NULL price: step 4 no longer borrows a billed SKU. The step 3 query multiplies by your own price per DBU, so a free-only wor...
- 3 kudos
- 118 Views
- 0 replies
- 0 kudos
How Do I Choose the Right AI Development Services for My Business?
I'm exploring AI development services to help businesses automate repetitive tasks, improve operational efficiency, and deliver better customer experiences. With so many companies offering custom AI solutions, machine learning, AI chatbots, predictiv...
- 118 Views
- 0 replies
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- 221 Views
- 2 replies
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Seven checks before a Unity Gateway rollout
Dear Community Members,I’ve put together a practical guide to Databricks Unity Gateway, focusing on model access, MCP permissions, policy handling, and cost attribution.Here are seven checks I recommend before expanding a rollout:Verify that the inte...
- 221 Views
- 2 replies
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Good list. On the denials question, I couldn't find anywhere in the docs that says how a policy block shows up in the usage table compared with an upstream failure, so I'd test it before trusting any alert. Send one request from an identity that's bl...
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- 158 Views
- 0 replies
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Can you provide a list of Ai Chatbots that Specialize in handling government forms and applications?
Yes. Several AI-powered platforms are worth exploring if your goal is to simplify government forms, permit applications, and resident service requests.Some options to consider include:GovAssist by App Maisters Government: Supports government service ...
- 158 Views
- 0 replies
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- 623 Views
- 6 replies
- 6 kudos
Resolved! Do non-ASCII characters in file names break document indexing over a Unity Catalog volume?
I spent a few days on a document retrieval problem that turned out to have nothing to do with the retrieval setup, and I want to check whether anyone else has hit the same thing.Setup: around 40 internal PDF documents in a managed Unity Catalog volum...
- 623 Views
- 6 replies
- 6 kudos
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Update, as promised: it wasn't the file names.I had a support case open on this in parallel, and Databricks engineering has now looked into it. They reproduced å, ä, ö, spaces and accents in their own tests and everything retrieved correctly. They al...
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- 275 Views
- 1 replies
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403: Permission Denied for certain foundational models
Hello,I have an individual account (Azure Databricks, Premier, East US)without any support contracts, and I am using it solely for personal projects. I am getting this error whenever I am trying to use the GPT and/or Claude models (system.ai.claude-s...
- 275 Views
- 1 replies
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Hi @gautamrjt, I don't think this is a configuration issue on your side. Open models like Meta Llama 3.3 70B Instruct are available to pay-per-token workspaces by default. Premium partner models such as Anthropic Claude and the OpenAI GPT models have...
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- 572 Views
- 3 replies
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Unable to Serve Gemini 3.8 Flash on Azure Databricks – East US
I am working with an Azure Databricks workspace in the East US region and am trying to use the Gemini 3.8 Flash model through Databricks Model Serving.The model is visible in the workspace under the system AI models as:system.ai.databricks-gemini-3-8...
- 572 Views
- 3 replies
- 0 kudos
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Hi @krSindhu, on Azure Databricks, Gemini 3.8 Flash needs both ADI Services, which require eligibility and enablement, and cross-geography routing. Check that the Integration with ADI Services toggle is enabled. Confirm that Enforce data processing...
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- 289 Views
- 2 replies
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ai_decide() failing with Endpoint is not enabled for batch inference in Free Edition
I'm running ai_decide() in a notebook (SQL cell, serverless compute) and it's now consistently failing with:[INTERNAL_ERROR] Remote session creation failed: INVALID_ARGUMENT: BAD_REQUEST: Endpoint ai_decide is not enabled for batch inference in this ...
- 289 Views
- 2 replies
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The issue is tied to how Databricks Free Edition handles model serving resources. Specifically, the Free Edition imposes hard restrictions on these capabilities - there is no support for batch inference endpoints, no custom models and certain foundat...
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- 3668 Views
- 3 replies
- 0 kudos
Claude Desktop connect to Databricks MCP
How do I connect Claude desktop to Databricks connector (available in connectors)What are the steps involved in it, Can any one provide detailed step by step implementation for this so that I can query the data using Claude desktop please?
- 3668 Views
- 3 replies
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Hi @ShivaPolusani - NOT sure whether you got your answer already or NOT....... but generally I followed the below steps for this activity - Path A: workspace with an account console (paid or trial)In the Databricks account console, go to Settings > ...
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- 581 Views
- 4 replies
- 1 kudos
Best Architecture for Building a Custom Agent in Databricks?
Hi Everyone,I'm building a Databricks cost optimization agent and would appreciate some guidance on the recommended architecture.My current design consists of the following functions:Retrieve the last N job runs along with cost, DBU usage, runtime, c...
- 581 Views
- 4 replies
- 1 kudos
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Agent Framework for the agent, UC Functions for the reads, a Delta table for the event logsI'd go with a code-your-own agent in Agent Framework, but I'd move most of the heavy lifting out of the agent loop.1. Parse the Spark event logs in a scheduled...
- 1 kudos
- 546 Views
- 3 replies
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Per-agent guardrails: what do you alert on, tokens, retries, or cost per task?
I'm trying to work out what a sensible guardrail looks like for each agent when several of them share a few serving endpoints.A plain token budget feels too blunt. An agent that retries a failing tool four times looks like a heavy user, while a cheap...
- 546 Views
- 3 replies
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Rate limits as a circuit breaker, loop alerts as the early warning, cost baseline for driftI'd use all three, but for different jobs, and I wouldn't make the token cap the main signal.1. Hard caps through AI Gateway. Keep them, but treat them as a ci...
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- 568 Views
- 1 replies
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How to enable DeepSeek V4.1 Flash (1017) on a new AWS workspace?
Databricks Support referred me to the Community for help with account verification and model access.I have a newly created Databricks on AWS workspace. The account console shows Premium with AWS Marketplace billing configured. I authenticate using th...
- 568 Views
- 1 replies
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Hi @sillytail_dev, Thanks for the detail. It makes this easier to pin down.To my knowledge, this shouldn't be a Unity Catalog permissions problem. You've already got EXECUTE on system.ai, and you're using the right model name for the Unity Gateway r...
- 0 kudos
- 42384 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 ...
- 42384 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
