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kartikchoudhary

As more teams start connecting AI agents and AI/BI workloads to Databricks, I’ve been thinking about what actually makes an enterprise data platform “AI-ready.”From my experience working in enterprise data and analytics at Polestar Analytics, the cha...

kartikchoudhary · 08-16-2026

I've been thinking about this while looking at different Genie use cases.It seems like the hardest part of implementing Genie isn't getting users to ask questions in natural language. It's making sure Genie understands what those questions actually m...

kartikchoudhary

The distinction between semantic regression and data freshness is important. I'd also want to track whether a change in the underlying metric definition actually changes the business answer, even when the generated SQL still runs successfully.The sch...

kartikchoudhary

Exactly. I like the point that these foundations are interdependent rather than separate checklist items.The semantic-definition piece is particularly interesting for agent use cases. As agents move beyond answering questions and start taking actions...

kartikchoudhary

Agreed. I think the business-definition piece can easily get overlooked because data quality and governance are more obvious technical requirements.A dataset can be clean and well governed, but if different teams use different definitions for somethi...

kartikchoudhary · 09-10-2026

If the main issue is response time, have you checked how much of the latency is coming from the API call itself versus SQL generation and query execution?For an interactive use case like this, I’d also be curious whether you’re keeping the SQL Wareho...

kartikchoudhary · 08-31-2026

This is an interesting approach, especially with AI agents becoming more involved in enterprise data workflows.I think one of the key challenges will be keeping semantic definitions consistent as business requirements and underlying data models evolv...

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What makes a Databricks data platform truly AI-ready?

Is the Semantic Layer the Real Challenge With Databricks Genie?

Re: How do you regression-test a Genie space or agent when a table or metric view changes underneath

Re: What makes a Databricks data platform truly AI-ready?

Re: What makes a Databricks data platform truly AI-ready?

Re: Agent outside databricks communication with databricks delta table

Re: Semantics as Code: Looking for Collaborators on Open Enterprise Business Semantics