Databricks Community

Brahmareddy

I’ve been thinking about how enterprise AI is changing, especially after attending the Data + AI Summit 2026 and hearing Ali Ghodsi emphasize the importance of enterprise context. It made the direction much clearer to me. We already have very capable...

Brahmareddy

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...

Brahmareddy

Most companies are starting to use more AI agents.One team may use a coding agent. Another team may use a search agent. Some teams may build their own agents for specific business workflows. Each agent may work well on its own.The real problem starts...

Brahmareddy

Hi @MandyR , @Advika , and teamI wanted to share one idea for the Databricks Community. Can we explore a Genie-like experience for databricks community?The Community already has many useful answers, accepted solutions, blogs, MVP articles, and discus...

Brahmareddy · 07-16-2026

Dear Databricks Community,One thing I have learned from my data engineering experience is that big solutions do not always start big.Many times, they start with one simple question.Can we make this easier?Can we make this faster?Can we help someone m...

Brahmareddy

Great point, Nick. I think this may actually be one of the hardest parts of context engineering. AI cannot magically fix unclear ownership, conflicting definitions or outdated business rules. In some ways, AI will expose these gaps faster.The next ch...

Brahmareddy

Well said, Niyojit. As models become more capable and interchangeable, the enterprise context around them becomes much more valuable. The real advantage may not be having the smartest model, but having AI that truly understands your data, business la...

Brahmareddy

Exactly, Kartik. I think this is where the shift becomes important. A powerful model is only one part of the equation. If definitions, permissions, lineage and business rules are unclear, even the smartest model can confidently give the wrong answer....

Brahmareddy

Thanks for your feedback! @wiliam65jenny

Brahmareddy

Hi @ThiamLee , How are you doing today?As per my experience, I’d suggest giving Genie Code a try, especially if you’re already working in Databricks.I’ve been using Genie Code while building a few of my own Data + AI apps and POCs, and what I like mo...

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Are We Entering the Context Engineering Era?

Building an Agentic HR Front Door on Databricks

Omnigent: The Control Layer Enterprise AI Needs

Reducing Time to Help in the Databricks Community

Small POCs Can Become Big Data + AI Solutions

Re: Are We Entering the Context Engineering Era?

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