[Feature]: Use DQX profiles to improve AI-Assisted rules generation

[mwojtyczka]

Is there an existing issue for this?

• I have searched the existing issues

Problem statement

For automatic rules generation using LLM we need to leverage additional info.

Proposed Solution

Research on leverage additional info such as dqx profiles, uc metadata and lineage, data samples, synthetic data etc.

Examples of synthetic data approach:
https://colab.research.google.com/drive/1L6i-JhJK9ROG-KFcyzT9G-8FC3L8y8Lc?usp=sharing
https://sdv.dev/

Additional Context

No response

[Palkers76]

I like idea and can't wait to test,
it could use column desc/tags as additional context i.e expocted phone format, profile , distinct values to create lists