A2E is an end-to-end, trace-based engine for auditing LLM agent harnesses, and a 9x23 evaluation sweep shows no harness dominates and correctness alone hides large efficiency and process differences.
AgentQuest: A modular benchmark framework to measure progress and improve LLM agents
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$A^2E$ : An End-to-End Agent Auditing Engine
A2E is an end-to-end, trace-based engine for auditing LLM agent harnesses, and a 9x23 evaluation sweep shows no harness dominates and correctness alone hides large efficiency and process differences.