{"id":15096,"name":"AI-Preparedness Early Warning System","purpose":"A software tool that analyzes student performance data in CS classes, identifying students at risk of failing due to over-reliance on AI and lack of mathematical preparedness. Provides personalized remedial resources and instructor insights, improving student outcomes.","profitable":1,"date_generated":"Sunday June 2026 12:06","reference":"project-ai-preparedness","technology_advise":["Python","SQLite","Medium"],"development_time_estimation_mvp_in_hours":180,"grade":7.2,"category":"education","view_count":19,"similar_ideas":[{"id":15100,"name":"AI-Preparedness Diagnostic","grade":7.2,"category":"education"},{"id":4464,"name":"AI Preparedness Risk Assessment","grade":8.1,"category":null},{"id":3685,"name":"AI-Augmented Student Struggle Predictor","grade":7.5,"category":null},{"id":4471,"name":"AI Preparedness Simulation Engine","grade":8.2,"category":null},{"id":4457,"name":"AI Preparedness Platform","grade":8.2,"category":null}],"source_headline":"Failing CS grades soar at Berkeley due to greater AI usage."}