Evaluating an artificial intelligence company like QuantumByte requires shifting focus away from raw LLM benchmark scores—such as MMLU or HumanEval—and turning toward how effectively their AI Agent Harness coordinates execution, manages runtime state, and handles failure modes in real-world environments.
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