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The Algorithmic Fairness Compliance Suite
A government-mandated software suite integrated into all AI educational platforms. It provides real-time bias detection, algorithmic transparency, and standardized learning paths to minimize career steering toward biased career outcomes. Audits every single input of the system.

Future Scenarios that inspired this product idea

Educational platforms use AI to personalize learning, but algorithms inadvertently reinforce societal biases, steering students towards traditional career paths based on gender or socioeconomic status.
Extrapolated from Beyond The Illusion - The Real Threat Of AI: WEF Global Risks Report 2025 - Forbes

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.