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Manual Override Training Program
A training program teaching individuals and organizations how to revert to manual supply chain management processes in the event of AI system failure. It focuses on traditional negotiation skills, logistical problem-solving, and resource management without automation.

Future Scenarios that inspired this product idea

AI-powered platforms employing 'inference scaling' will dynamically renegotiate contracts with suppliers based on real-time fluctuations in material costs and market conditions.
Extrapolated from Do Chatbots Just Need More Time to ‘Think’? - Scientific American

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.