Data Leverage Short Posts

Short posts about data leverage-related AI policy. Generally these posts will avoid longer exposition and connection to current events.

August 2026 notes on stubs

August 2026 notes on stubs

Longer focus posts I want to write or find

Nick Vincent

Using AI kind of involves interacting with other people

Using AI kind of involves interacting with other people

A focused note on generative AI use as mediated interaction with upstream human contributors.

Nick Vincent

Scoping AI dividend policies

Scoping AI dividend policies

Independent AI auditors can help determine which firms and models should fall within AI-targeted economic policies.

Nick Vincent

N-gram search as posterior updating for data attribution

N-gram search as posterior updating for data attribution

A short argument that model outputs and training-data priors can improve rough approximations of data attribution.

Nick Vincent

Augmentation is a data flow problem

Augmentation is a data flow problem

A short argument that "augment, do not replace" is about data control.

Nick Vincent

AI progress as quasi-public good production

AI progress as quasi-public good production

A short argument that AI systems pool diffuse human work into privately governed, public-good-like model weights.

Nick Vincent