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The article proposes a cognitive framework that addresses common issues in software development such as context loss, scope contamination, and outdated information by introducing concepts like persistent memory and adversarial checking.
The author builds a stripped-down three-agent version of a 50-agent AI portfolio system described in a BlackRock paper, using Claude. The system produces a surprising regime analysis and adversarial critique that leads to a real portfolio adjustment.