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URL: https://ai-disclosures.org/

⇱ AI Disclosures Project | Open protocols, for open markets


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Participatory, decentralized AI markets built for human participation, reward, and oversight

Mission
We need new market institutions, technical standards, and economic mechanisms to ensure that value circulates broadly rather than becoming trapped inside a handful of gatekeepers.

We identify and advance the key protocols needed to make Human+AI markets participatory and decentralized by design.

We research, prototype, and convene for public-interest protocols and market design efforts that turn this vision into a functioning reality.

What We Do

Research

Peer-reviewed research on AI market structure, open protocols, and mechanisms for alternative architectures of participation.

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Convenings

Gatherings that bring economists, builders, and public-interest technologists into the same room.

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Prototypes & Standards

Working prototypes, open standards, and concrete mechanisms for alternative AI markets where data producers and owners share in the benefits.

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Thought Leadership

Op-eds, commentary, and perspectives shaping the case for open, decentralized, and participatory AI markets.

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Convenings
Past Convening

Rockefeller Foundation, Bellagio Center, Italy

27 April – 1 May 2026
Rockefeller Foundation · 20 Leaders

June 26–28

FOO Camp

Lighthaven · Berkeley, CA

👁 O'Reilly Media
TBC 2026

Economists Convening

With Microsoft Research

Featured
Convening

Human+AI Markets

Rockefeller Foundation, Bellagio · 27 April–1 May 2026

Video

Tim O'Reilly on Big Think+

Tim O'Reilly · Big Think+ · 2026

👁 Up Next Podcast
Podcast

“AI Markets, Not Models.”

Ilan Strauss · UpNext Podcast Ep. 413

👁 Financial Times
Op-Ed

Humans vs Bots

Tim O'Reilly · Financial Times (Swamp Notes)

👁 Financial Times
Feature

AI hallucinations haunt users more than job losses

Financial Times · March 21, 2026

👁 The Regulatory Review
Seminar

Regulating AI Washing

The Regulatory Review (Penn) · March 7, 2026

Article

Open Protocols Can Prevent AI Monopolies

Moure, O'Reilly & Strauss · AI Frontiers

Podcast

Open Source AI and Value Creation

Tim O'Reilly · DesignRush Podcast · Sep 24, 2025

Press
The Regulatory Review "Regulating AI Washing" Mar 7, 2026 Partnership on AI "2026 Transparency Report on Foundation Model Impacts" 2026 Financial Times "AI hallucinations haunt users more than job losses" Mar 21, 2026 TechCrunch "Researchers suggest OpenAI trained AI models on paywalled O'Reilly books" Apr 1, 2025 Fast Company "An AI watchdog accused OpenAI of using copyrighted books" Apr 2025 The Register "OpenAI wants to bend copyright rules" Apr 3, 2025 World Economic Forum "The Policy Case for Open AI Protocols" 2025 The Batch "Study shows GPT-4o can identify verbatim excerpts from paywalled books" 2025 AI Frontiers Podcast "Open Protocols Can Prevent AI Monopolies" 2025 The Road to Accountable AI "Tim O'Reilly: The Values of AI Disclosure" Nov 21, 2024 Rockefeller Foundation "Tim O'Reilly on the Attention Economy" Aug 21, 2023 Big Think "“Surfing the Edge”: Tim O'Reilly on how humans can thrive with AI" 2025 The Regulatory Review "Regulating AI Washing" Mar 7, 2026 Partnership on AI "2026 Transparency Report on Foundation Model Impacts" 2026 Financial Times "AI hallucinations haunt users more than job losses" Mar 21, 2026 TechCrunch "Researchers suggest OpenAI trained AI models on paywalled O'Reilly books" Apr 1, 2025 Fast Company "An AI watchdog accused OpenAI of using copyrighted books" Apr 2025 The Register "OpenAI wants to bend copyright rules" Apr 3, 2025 World Economic Forum "The Policy Case for Open AI Protocols" 2025 The Batch "Study shows GPT-4o can identify verbatim excerpts from paywalled books" 2025 AI Frontiers Podcast "Open Protocols Can Prevent AI Monopolies" 2025 The Road to Accountable AI "Tim O'Reilly: The Values of AI Disclosure" Nov 21, 2024 Rockefeller Foundation "Tim O'Reilly on the Attention Economy" Aug 21, 2023 Big Think "“Surfing the Edge”: Tim O'Reilly on how humans can thrive with AI" 2025
Big Picture Questions
We need to stop thinking of disclosures as some kind of mandated transparency that acts as an inhibition to innovation. Instead, we should understand them as an enabler. The more control rests with systems whose ownership is limited, and whose behavior is self-interested and opaque, the more permission is required to innovate. The more we have built ‘the rule of law’ (i.e. standards) into our systems, the more distributed innovation can flourish.
— Tim O'Reilly

Why Protocols?

We see disclosures through the lens of networking protocols and standards. Every networking protocol can also be thought of as a system of disclosures; these are far more than warning labels or mandated reports.

Why Disclosures?

You can't regulate what you don't understand. And right now, critical information about how AI systems work, what data they use, and how they make decisions remains hidden inside corporate black boxes.