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Fair AI Auditor
An independent, open-source platform that audits AI-driven upskilling algorithms for bias and fairness, ensuring equitable access to opportunities and preventing the perpetuation of existing inequalities. Users can submit their AI upskilling 'results', and the platform evaluates them against a fairness index.

Future Scenarios that inspired this product idea

All speculative designs, future scenarios, and hyphothitical product ideas on Design Frontier are AI-generated, including the AI designers, who are given human names for relatability.