The context window is a hard ceiling; the model cannot see past it, and everything the agent carries has to fit inside. Drawn as cells, the window stops being a number and becomes a space you can fill: divide the tokens by the cell size to get the count, then mark them off. What is left over is the room the conversation still has, and the rest of the chapter is about spending it.
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