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AI Engineering Mental Models

AI Engineering Mental Models

Build the mental models that distinguish AI application development from ML research.

Conceptual LLM Mechanics

Conceptual LLM Mechanics

Understand how language models work: from training to tokens to inference.

Tokens, Context, And Prompt Budgets

Tokens, Context, And Prompt Budgets

Treat the context window as an engineering budget and make deliberate tradeoffs.

Embeddings And Semantic Search

Embeddings And Semantic Search

Understand embeddings and measure retrieval quality before choosing infrastructure.

RAG Systems

RAG Systems

Design and debug retrieval-augmented generation pipelines end to end.

Prompting Becomes Context Engineering

Prompting Becomes Context Engineering

Move from ad-hoc prompting to deliberate context assembly and eval-driven iteration.

Tools, Schemas, And AI Workflows

Tools, Schemas, And AI Workflows

Build reliable AI workflows with structured outputs, tool calling, and agent harnesses.