From Tokens to Transformers: LLM Foundations Tutor
Students often memorize Large Language Model (LLM) terminology without developing a connected understanding of how tokens, embeddings, positional information, attention, and transformer components work together. This AI Spark uses a custom Gemini Gem as an adaptive Socratic tutor that diagnoses prior understanding, provides progressive hints, corrects misconceptions, and connects foundational concepts to GenAI systems engineering.