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Daveed Benjamin's avatar

Interesting framing overall, especially around AI security as an international coordination problem rather than purely a model alignment problem.

From a Meta-Layer perspective though, I think something fundamental is still missing across most OECD-style AI governance discussions:

the interface layer.

Most governance proposals focus on regulating models, platforms, or datasets centrally, but trust actually collapses at the point of interaction.

People encounter AI through interfaces, feeds, browsers, overlays, notifications, chats, agents, and contextual cues. That is where provenance, identity, consent, behavioral boundaries, and contextual trust need to become visible and composable.

Right now the web treats context as fragmented platform property instead of shared civic infrastructure.

What seems increasingly necessary is a meta-layer above the webpage capable of surfacing provenance, semantic lineage, trust signals, community context, AI disclosure, and governance affordances directly within the browsing experience itself.

Not just AI safety in the abstract, but contextual intelligence at the interface level.

Otherwise we risk building increasingly sophisticated centralized governance systems on top of an Internet architecture that still fundamentally optimizes for siloed attention extraction and synthetic virality.

The future probably requires layers, not silos.

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