{"slug": "e-commerce-bench-evaluating-llm-agents-on-long-horizon-autonomous-business", "title": "E-Commerce Bench: Evaluating LLM Agents on Long-Horizon Autonomous Business Operation", "summary": "Researchers introduced E-Commerce Bench, a benchmark for evaluating LLM agents on long-horizon autonomous business operations, addressing the need for tasks that require continual exploration and adaptation over thousands of steps. The benchmark focuses on dynamic environments and long-range dependencies, pushing beyond simple task chaining.", "body_md": "Long-horizon agentic tasks go beyond chaining short tasks over more interaction turns. Their evolving dynamic environments and long-range dependencies require Large Language Models (LLMs) to continually explore, learn from experience, and adapt their policies over thousands of steps. We introduce E-", "url": "https://wpnews.pro/news/e-commerce-bench-evaluating-llm-agents-on-long-horizon-autonomous-business", "canonical_source": "https://aiflash.com/news/112559/", "published_at": "2026-09-02 02:30:03+00:00", "updated_at": "2026-09-02 02:51:42.411573+00:00", "lang": "en", "topics": ["artificial-intelligence", "large-language-models", "ai-research", "ai-agents"], "entities": ["E-Commerce Bench"], "alternates": {"html": "https://wpnews.pro/news/e-commerce-bench-evaluating-llm-agents-on-long-horizon-autonomous-business", "markdown": "https://wpnews.pro/news/e-commerce-bench-evaluating-llm-agents-on-long-horizon-autonomous-business.md", "text": "https://wpnews.pro/news/e-commerce-bench-evaluating-llm-agents-on-long-horizon-autonomous-business.txt", "jsonld": "https://wpnews.pro/news/e-commerce-bench-evaluating-llm-agents-on-long-horizon-autonomous-business.jsonld"}}