Hi all,
I’m sharing a short addendum to the Beyond Inference draft <https://lists.w3.org/Archives/Public/public-humancentricai/2025Apr/att-0005/Beyond_Inference_Discussion_Draft_April2025.pdf>, adding more detail based on feedback and questions:
Beyond Inference Addendum: Gameshow for AI Reps and Implication Models
This introduces Gameshow—a practical way to start building AI Reps that people can use in school, work, and daily life. It creates the environment for AI to learn from real experiences, not just patterns in scraped data.

With the tools we have now, we can develop an “everyone app” built around Dotes—and use that foundation to build the implication models of the future.
Of course, people come to this with very different motivations and levels of understanding—students, educators, families, civic leaders, policymakers, developers, career seekers. We can’t convince everyone to care, or explain it so they’ll fully understand.
This is why we must build the future of AI society together.
AI Reps can’t just be handed out like usernames and passwords—people must co-create their representatives to understand and claim their power.
This video illuminates why:
https://youtu.be/EaYCiEZFYjk
https://youtu.be/EaYCiEZFYjk
Would love your thoughts on all of this, and feel free to share.
Onward!
🌄m
Michael Robbins
michael@learningpathmakers.org <mailto:michael@learningpathmakers.org>
https://www.linkedin.com/in/mwrxyz/
(301)785-2889 - mobile
