Without human direction, you have compute running in circles.

Satya Nadella, making the case that the model itself becomes a commodity — and that the value moves to the learning loop a company builds on top of it:

Every company is going to have to build what I think of as human capital and token capital. Human capital comprises the knowledge, judgment, relationships, ingenuity, and pattern recognition of its people, while token capital is the firm's AI capability it builds and owns.

Importantly, human capital does not become less valuable as token capital grows. It only becomes more valuable! I believe human agency will be the driver of token capital growth. Humans will set ambitious goals, connect dots across domains, build relationships, and recognize patterns that matter most. Without human direction, you have compute running in circles.

This means the real opportunity is not in picking the best model but instead in building a learning loop on top of models where human capital and token capital compound. You can offload a task, or even a job, but you can never offload your learning. The future of the firm is the ability to compound that learning across people and AI.

This requires a new architectural approach where every business is able to build agentic systems that improve over time, while still retaining control over their IP. A company should be able to switch out a “generalist” model without losing the “company veteran” expertise built into their learning system. This is the key “test” of your control and sovereignty in the era ahead.

He's right about the headline: without human direction, you're leaving compute to wander. The creativity, the instinct, the judgment about what's worth doing — call it taste — still has to come from people. No model supplies that for you.

But his bias shows in the vision he paints. Microsoft is vulnerable in exactly the future he describes, one where the model-makers absorb the very expertise he's urging firms to protect. And the economics push them to do it: pulling that expertise into the model is the business those companies are in.