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When integrating internal knowledge into AI applications, three main approaches stand out:
1. Prompt Context Load all relevant information into the context window and leverage prompt caching. 2. Retrieval-Augmented Generation (RAG) Use text embeddings to fetch only the most relevant information for each query. 3. Fine-Tuning Train a foundation model to better align with specific needs.
Each approach has its own strengths and trade-offs: