Long-Horizon Agents Need a Map, Not a Bigger Context Window

Long tasks rarely fail because an agent ran out of room to remember. They fail because everything it remembers arrives as one undifferentiated transcript. A small, structured map — goal, position, decisions, open ends, pointers — keeps a long run oriented long after a bigger window stops helping.