ocean

Earth.nullschool.net is an interactive global map that visualizes real-time wind, weather, and ocean conditions.

This paper proposes a fine-tuned multi-agent framework for detecting OCEAN personality traits from life narratives, using LLM sub-agents conditioned to adopt high, low, or neutral perspectives and a judge LLM that aggregates outputs to mitigate biases and improve interpretability.