01Guidance on structured outputs, function calling, and schema validation for production systems.
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03Optimization of prompting techniques such as Chain-of-Thought, Few-Shot learning, and Tree-of-Thought.
04Advanced RAG architecture implementation including hybrid, hierarchical, and agentic patterns.
05Standardized LLM evaluation frameworks using metrics like Recall@K, MRR, and NDCG.
06Multi-agent orchestration and tool-use design patterns for complex autonomous workflows.