The cuts

Claude Shannon
Information is the reduction of uncertainty — measurable in bits, and deliberately silent about meaning.

Made information an engineering quantity. Everything digital, including LLMs, is built on this renunciation.

A Mathematical Theory of Communication1948

The tensions

Shannon’s 1948 cut was an act of deliberate renunciation: define information as reduction of uncertainty and refuse to say anything about meaning. The refusal is what made the theory universal — the same mathematics carries telegraph clicks, DNA, and model weights.

It also left a question waiting ever since: where does the meaning come back in? LLMs make it urgent. They are built entirely from Shannon’s information, yet appear to traffic in the very thing he set aside.

Where it sits

Upstream · downstream

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