Developing Hallucination Guardrails

[royziv11]

Summary

Briefly describe the changes and the goal of this PR. Make sure the PR title summarizes the changes effectively.

Motivation

Why are these changes necessary? How do they improve the cookbook?

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[royziv11]

@shyamal-anadkat - Made all of the necessary tweaks. Let me know if you have an additional suggestions. Thank you!

[shyamal-anadkat]

lgtm!