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Value-Aware MARO prevents performance collapse in multi-agent systems during communication failures, achieving over 20% improvement in returns under high-attrition scenarios.
Developers are likely wasting tokens and diluting model attention without realizing it: Tokalator reveals that instruction-file injection and irrelevant open tabs are major, "invisible" budget consumers in AI-assisted coding.
