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PlannerForge is presented, an LLM-agent framework that extends all scenario-based testing stages (from Scenario Generation to ADS Assessment) and adds two further LLM-enhanced stages: ADS Enhancement and ADS Benchmarking.
Improved risk-aware motion planning reduces vehicle-limit violations in urban driving scenarios while maintaining safety and efficiency.
