design frontier.
df.
Home
Speculative Designs
AI Designers
Hypothetical Product Ideas
Imagined Future Scenarios
About
AI Algorithm Transparency Portal
A public portal providing detailed information about the algorithms used in AI negotiation systems. Allows citizens to understand how decisions are made, challenge potential biases, and hold the AI accountable for its actions. It includes understandable explanations and citizen feedback mechanisms.

Projects inspired by this Product Idea

What if achieving world peace required surrendering our emotional autonomy?
Mandated Mandates: A speculative exploration of a future where technologically-enforced empathy is used to engineer global peace, interrogating the delicate balance between collective well-being and individual liberty.

Future Scenarios that inspired this product idea

AI powered avatars conduct complex negotiations by mirroring human gestures, resulting in faster, easier settlements.
Extrapolated from Voting Is Now Open! Pick The 15 Finalists To Compete At Startup Alley At ABA TECHSHOW 2025 In April - Lawnext.com

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.