{"id":1511,"name":"Selective Data Amnesia AI Toolkit","purpose":"A software toolkit that implements geometric unlearning techniques for AI models, allowing developers to selectively 'forget' specific data points or influences without retraining the entire model. Focuses on compliance and bias mitigation.","profitable":1,"date_generated":"Monday November 2025 16:14","reference":"selective-data-amnesia-ai-toolkit","technology_advise":["Python","Difficult","PostgreSQL"],"development_time_estimation_mvp_in_hours":180,"grade":7.8,"category":null,"view_count":45,"similar_ideas":[{"id":17825,"name":"DataSafe AI Audit","grade":7.8,"category":"security"},{"id":6239,"name":"AI Data Sentinel","grade":8.2,"category":"ai"},{"id":19490,"name":"DataGuard AI","grade":8.2,"category":"security"},{"id":6229,"name":"AI Data Integrity Shield","grade":8.2,"category":"ai"},{"id":20871,"name":"AI Anomaly Detection for Cybersecurity (AADC)","grade":7.2,"category":"security"}],"source_headline":null}