Information

Information is structured data, not knowledge.

Information can be stored, copied, and transmitted without any knower. Books, databases, and DNA contain information. None of these are knowledge until a knower supplies an explanatory framework.

Properties

Information:

• is structured data that can be recorded and persisted
• is about that something is the case, not why

Information does NOT:

• support counterfactual reasoning
• survive or respond to criticism
• require a knower to persist

Knowledge

Knowledge consists of explanatory conjectures that have survived sustained criticism. Information lacks this structure.

A database of temperatures records what happened. The climate models and physical theories that explain those temperatures are knowledge. The data points are information.

Recording information does not preserve knowledge. Copying information does not transmit knowledge. Accumulating information does not create knowledge. A knower must interpret information within an explanatory context, subject that interpretation to criticism, and revise interpretations that fail.

Preservation

We often speak as if knowledge is preserved in records: "The library contains humanity's knowledge."

What a library contains is information: structured representations that a knower can use to reconstruct explanations. The reconstruction requires a mind that can understand the claims, connect them to other explanations, criticize and test them, and apply them to novel situations.

If the last reader of a textbook dies without transmitting understanding to another mind, the knowledge is lost. The information persists; the knowledge does not.

Implications

1. Data is not knowledge. The explosion of recorded data does not constitute an explosion of knowledge. Knowledge requires explanation, not collection.

2. AI training data is information. Whether a model trained on vast datasets has knowledge depends on whether it has explanatory understanding, not on the volume of its training data.

3. Preservation requires transmission. Knowledge is preserved by ongoing chains of understanding: people who grasp explanations, criticize them, and pass them on.

2026-01-28 Aaron Brinton
2026-02-10 restructured; aligned with published articles
2026-02-11 formatting fixes