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Phase 4 focuses on building robust AI systems, moving beyond simple models to production-grade applications. This involves mastering large language models (LLMs) and augmenting them with private data using retrieval-augmented generation. We also explore the importance of MLOps for deployment funnels and how to build agency into your ai architecture, a crucial step for any software engineering professional.