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Guest Talk with Dara O'Rourke | How to Blow Up a Carbon Data Pipeline

Talk Dara O'Rourke

Dara O'Rourke, professor of sustainability sciences at Berkeley, discusses how to disrupt and reform carbon data pipelines—the systems used to measure and report corporate climate commitments. Drawing on his experience building Amazon's sustainability infrastructure and climate pledge protocols, O'Rourke examines the governance and verification mechanisms underlying mainstream climate accountability, addressing both the technical infrastructure and institutional protocols that enable or undermine climate action.

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Cory Levinson discusses climate protocols and carbon credit markets, examining who writes the rules governing these systems. He begins by contextualizing carbon quantification and climate market mechanisms while critiquing how the space has approached blockchain-based environmental solutions, drawing on his six years of experience in blockchain carbon credits and environmental marketplaces.

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Guest Talk with Daniel Bashir | A Survey of AI for the Protocol-Minded

Daniel Bashir, a machine learning engineer at AWS and host of the Gradient podcast, surveys the intersection of AI and protocols across multiple levels—from funding to ML engineering to research to regulation. He aims to introduce key technologies, conversations, and debates in AI while identifying current protocols that can be understood through a protocol-mindset lens.

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