{"id":20701,"name":"FluidSim Assistant","purpose":"A Python-based tool that assists teams with the RealPDE competition by providing automated pre-processing of CFD and PIV data, model evaluation, and bias detection, using machine learning techniques to enhance performance and identify potential proxy bias.","profitable":0,"date_generated":"Wednesday August 2026 13:48","reference":"project-fluidsim-assistant","technology_advise":["Python","Medium"],"development_time_estimation_mvp_in_hours":100,"grade":6.8,"category":"devtools","view_count":8,"similar_ideas":[],"source_headline":"Looking for 1 teammate — RealPDE Competition (NeurIPS 2026)"}