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Entity copying isn't a simple direct readout: late attention layers can execute verbatim retrieval entirely on their own, but the circuit catastrophically fails unless surrounding context tokens actively attend to the target entity first.
Running a simulated startup for a year reveals that even frontier LLMs struggle with long-term strategic coherence, often failing due to over-parallelization and susceptibility to adversarial clients.
