GitHub user geserdugarov added a comment to the discussion: [DISCUSS] New 
Agentic lakehouse module & built-in AI agent gateway

I'm confused by the way Hudi is mentioned both as a source of tabular data and 
as a source of data with embeddings.

### Scenario 1

Question:

> What was the total revenue by country last month?

The pipeline could be:

```text
user question
    --> discover catalog/schema
    --> generate SQL
    --> execute through Trino
    --> return a bounded aggregate/result set
    --> formulate the answer
```

### Scenario 2

Question:

> Which customer complaints mention intermittent connection failures after an 
> upgrade?

The pipeline could be:

```text
user question
    --> create query embedding
    --> vector or hybrid search
    --> retrieve relevant documents/chunks
    --> place them in the model context
    --> formulate the answer
```


The two scenarios could be combined, but to start with, I propose **focusing on 
Scenario 1**.


GitHub link: 
https://github.com/apache/hudi/discussions/19264#discussioncomment-17711633

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