Satya Nadella: The Reverse Information Paradox — Full Text · 2026-07-13 · primary
Themes: Open Source as Strategy · Spectrum of Motivations
AI regulation in practice concentrates power in the largest labs rather than constraining them.
While the great innovation that comes from model providers having fair use rights to train models on public data is needed, I find it ironic that the status quo is to then turn around and impose restrictive terms on distillation, and to reserve the right to learn from customer usage and interaction data. If learning flows in only one direction, economic value converges toward the owners of the learning infrastructure rather than the creators of the knowledge itself.
Satya Nadella: The Reverse Information Paradox — Full Text · 2026-07-13
Building national AI capacity on sovereign infrastructure is sound policy for smaller countries, not merely a way to sell deployments.
That is why enterprises need a real trust boundary for their [human capital and token capital to compound](https://snscratchpad.com/posts/frontier-ecosystem/). It is where an organization's data, traces, evals, adapted weights, and memory accumulate and improve together. And it is a hard boundary across which nothing crosses, not even the intelligence exhaust, without consent. Enterprises will demand the rights to use model outputs to fine tune and/or train their own models. I think of this as every firm's right to align models to their enterprise accountability obligations.
Satya Nadella: The Reverse Information Paradox — Full Text · 2026-07-13
Build your own proprietary learning environments within the tenant boundary to train or tune models, where models learn against real workflows without exposing the company's knowledge.
Satya Nadella: The Reverse Information Paradox — Full Text · 2026-07-13
Create your private evals, because evals define what "good" looks like inside the organization. Also, retain ownership of your organization's memory, traces, feedbacks, decisions, and institutional context, and ability to use outputs of models from your own tasks and queries.
Satya Nadella: The Reverse Information Paradox — Full Text · 2026-07-13
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