Hi @dr.rsvidhya, and welcome to the community!
As @wfhbrian mentioned, fine-tuning may not be needed for your objectives yet. I think your process looks something like this:
In contrast, consider this architecture that uses a learner shot to provide more answer clarity for the completion.
I’ve had pretty good success with this approach.