A research paper introduces AgenticBBO-Bench, a benchmark for evaluating agentic black-box optimization (BBO) using large language models (LLMs) across multiple domains. The benchmark shows that agentic BBO outperforms direct LLM-based methods and numerical optimizers in several domains.