{"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":30,"similar_ideas":[],"source_headline":"Failing CS grades soar at Berkeley due to greater AI usage."}