Building applications using a responsible AI-first approach
In this section, we will explore the development of generative AI applications with a responsible AI-first approach. In Chapter 6, we delved into the lifecycle of large language models (LLMs); however, we will now examine this through the lens of responsible AI. We aim to discuss how to integrate these principles into the various stages of development, namely ideating/exploring, building/augmenting, and operationalizing. Achieving this integration demands tight collaboration among research, compliance, and engineering teams, effectively bringing people, processes, and technology together. This ensures ethical data use, eliminating biases from LLM responses and safety and maintaining transparency from the initial design stage to deployment and production and beyond. Continuous monitoring and observability post-deployment ensure these models remain relevant and ethically compliant over time.
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