fix: rag optimizations/fixes for context.

[azep-ninja]

Relates to

N/A

Risks

Low - Bug fixes and optimizations

Background

What does this PR do?

What kind of change is this?

Bug fixes (non-breaking change which fixes an issue)
Improvements (misc. changes to existing features)

RAG was having issues being consistent. This fixes the recent messages context for RAG retrieval, adds a bit more depth to the results, and expands the dynamicness.

Why are we doing this? Any context or related work?

To fix and optimize RAG with knowledge.

Documentation changes needed?

N/A

Testing

Where should a reviewer start?

Detailed testing steps

Test RAG before fix, and review inconsistent results.

Implement changes, and re-test to confirm fixes.

Deploy Notes

Deployment instructions

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