Augmenting LLMs: Challenges and Opportunities.

Prompt Engineering: The First Line of Optimization

Fine-Tuning: Proceed with Caution

Retrieval-Augmented Generation (RAG): Enhancing Model Utility

Agentic AI Workflows: Toward Autonomous and Specialized Systems

Case Study: Evals

Multi-Agent Workflows: Parallelism

What's Next in AI? Personal Thoughts