The rapid expansion of foundation model context windows from four thousand tokens to one million, two million, and beyond was widely celebrated as the definitive solution to the memory dilemma in artificial intelligence. Venture presentations, enterprise pitch decks, and developer demonstrations confidently declared that the architectural complexities of external knowledge retrieval, semantic chunking, and complex […]