Data Leverage Digital Garden
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About
This is Nick Vincent’s public notebook about data leverage. Long Posts develop arguments; Focus Posts isolate one idea; Short Reactions respond while a paper, event, or claim is still live; Meta Notes document the publishing process. Many posts also appear on Substack and Leaflet.
The Extras tab has some fun, mostly vibe-coded analytics on words and phrases and outbound links. I also keep a registry of other cross-posted copies there.
Long Posts
37 total-
AI Dividends Without Taxing Compute or State Ownership: A Presumptive Commons-Rent Tax Based on Capability Measurement and Data Attribution
Data dividends based on capability measurement, data provenance, and AI auditing.
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The AI "Evaluation Crisis" Is an Opportunity to Get Data Flow Right
Why the AI evaluation crisis could force a reckoning on dataset provenance, attribution, and consent.
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Attestation across the AI Supply Chain
A proposal for interoperable attestation objects that connect training data, evaluation labor, and AI-generated outputs across the AI supply chain.
Focus Posts
6 totalShort notes built around one claim I want to make precisely.
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August 2026 notes on stubs
Longer focus posts I want to write or find
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Using AI kind of involves interacting with other people
A focused note on generative AI use as mediated interaction with upstream human contributors.
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Scoping AI dividend policies
Independent AI auditors can help determine which firms and models should fall within AI-targeted economic policies.
Short Reactions
5 totalResponses to a paper, event, or claim while it is still live.
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Data labeling work should be dignified, not dismissed
Reacting to a story about Meta giving tech workers data labeling tasks.
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"People First" Policy Ideas that Complement Each Other (through better data flow)
Reacting to a wide-ranging set of policy ideas from OpenAI.
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Two natural allies of a "Data Transparency" agenda: capabilities forecasters and social simulators
Making an "if you like X, you might want to support Y" argument for data-focused policy
Meta Notes (About the Blogging Pipeline Itself)
2 total-
How I am publishing right now
A rough map of my current local Markdown to Leaflet, Substack, and social-post workflow.
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April 2026 small points
A running collection of short ideas about sovereign AI, augmentation, evaluation labor, data pipelines, and quasi-enclosure.