Robin Marillia

Robin Marillia

FleetFleet
Senior software engineer
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Robin Marilliastarted a discussion

The differences between prompt context, RAG, and fine-tuning and why we chose prompting

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....

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