{"slug": "plannerforge-llm-agents-for-scenario-based-testing-of-motion-planners-in-driving", "title": "PlannerForge: LLM Agents for Scenario-Based Testing of Motion Planners in Autonomous Driving", "summary": "Researchers introduced PlannerForge, a system that uses LLM agents to automate scenario-based testing of motion planners in autonomous driving, according to the paper's description. Scenario-based testing for Autonomous Driving Systems (ADSs) currently remains a fragmented modular pipeline spanning scenario generation, retrieval, modification, ADS execution, and results analysis, which PlannerForge aims to unify. The work targets safety validation of ADS motion planners.", "body_md": "Ensuring the safety of autonomous driving is a critical challenge. Scenario-based testing is a systematic process used to validate Autonomous Driving Systems (ADSs), but it remains a fragmented modular pipeline in which scenario generation, retrieval, modification, ADS execution, and results analysi", "url": "https://wpnews.pro/news/plannerforge-llm-agents-for-scenario-based-testing-of-motion-planners-in-driving", "canonical_source": "https://aiflash.com/news/116942/", "published_at": "2026-09-10 11:00:26+00:00", "updated_at": "2026-09-10 11:29:09.195999+00:00", "lang": "en", "topics": ["autonomous-vehicles", "ai-agents", "large-language-models", "ai-research"], "entities": ["PlannerForge", "Autonomous Driving Systems"], "alternates": {"html": "https://wpnews.pro/news/plannerforge-llm-agents-for-scenario-based-testing-of-motion-planners-in-driving", "markdown": "https://wpnews.pro/news/plannerforge-llm-agents-for-scenario-based-testing-of-motion-planners-in-driving.md", "text": "https://wpnews.pro/news/plannerforge-llm-agents-for-scenario-based-testing-of-motion-planners-in-driving.txt", "jsonld": "https://wpnews.pro/news/plannerforge-llm-agents-for-scenario-based-testing-of-motion-planners-in-driving.jsonld"}}