Graduate Level: Needle in Haystack - Long-Context Attention

As context windows expand to millions of tokens, a new architectural challenge emerges: the "needle in the haystack" problem. Just because a piece of information is technically *in* the context window doesn't mean the agent will *pay attention* to it. This lesson explores the challenge of attention allocation in long-context agents and strategies to ensure critical information isn't lost.