If A equals B and B equals C, you infer that A equals C. Inference for us is a path you walk, step by step, from what you know to what you don’t. Logic and sequence. Our primal thinking tools.

BERT, the architecture that proved language understanding was the key to generalization, redefined the process of inference. It was trained on billions of sentences without any modeling of sequence. Logic transformed from sequential algorithms to coordinates in a high-dimensional space. Relationships became measurable distances instead of a series of cause and effect.

Inference stopped being a step-by-step deduction and became a coordinate lookup.

The Next Maps

Language got the first inference map because text is the most abundant data we produce. But what if we can discover new maps?

Strategy maps. Business decisions, campaigns, and negotiations plotted as coordinates. You locate your situation and measure its distance to known outcomes.

Financial maps. Transactions, market movements, and balance sheets plotted as coordinates. Patterns become visible as geometric relationships.

Medical maps. Symptoms, diagnoses, and outcomes plotted as coordinates. Diagnosis becomes a proximity calculation across millions of prior cases.

Each map can describe the path from A to B by describing the coordinates. We can verify by stepping through it. The doctor still diagnoses, the strategist still decides, the investor still chooses. But with more aggregated experience than any one mind could hold, we can find relationships beyond logic and perhaps travel beyond sequence.

Read BERT