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This paper introduces Autonomous Topology Mutation (ATM), a runtime mechanism for multi-agent LLM systems that detects agent overload and safely restructures team topology using formal invariants. Empirical results on DeepSeek-V3 show large improvements in code-task success rates while maintaining safety constraints.