Research

Action Under Uncertainty

The formal problem underneath modern AI deployment.

Probability changed the stack

Classical software was designed around deterministic execution. AI introduced probabilistic inference. The missing layer is action governance.

The question

The core question is not what the model says. The core question is whether a proposed action should happen, given current knowledge and remaining uncertainty.

The kernel

Logos exists to govern that transition: observation to memory, memory to knowledge, knowledge to confidence, confidence to action.

This essay is provided for informational purposes only.