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Print Join the Discussion View in the ACM Digital Library The mathematical reasoning performed by LLMs is fundamentally different from the rule-based symbolic methods in traditional formal reasoning.

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AI agents are not a shortcut to transformation. They are a stress test of organizational discipline. They expose weak data, brittle systems, unclear ownership and unrealistic expectations. The gap ...