LiveMACE: Process-Aware LLM Agent Benchmarking in Financial Markets
October 6, 2026
LiveMACEBench evaluates persistent LLM agents using live financial market trajectories to measure tool use, memory, and multi-agent collaboration. The framework identifies a gap between realized financial returns and underlying agent capabilities through mechanism-specific diagnostics derived from decision traces.
HOW THIS AFFECTS YOU
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builderThis helps you diagnose whether poor agent performance stems from bad logic or environmental volatility.
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researcherYou can now evaluate agents using real-world, evolving environments rather than static datasets.