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Bias-Detection Canary System
A crowdsourced, open-source platform to detect and flag discriminatory algorithmic biases in AI matching systems, providing feedback loops for developers and empowering migrants to challenge unfair decisions. The data is continuously vetted and open so the system improves itself on an indefinite basis.

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.