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Writing · May 12, 2026

Intelligence Is Escape Velocity

“The capacity to break free from local loops and reach larger domains of possibility.” A short note on the line that frames the research.

Intelligence Is Escape Velocity
Photography: Charles W. Murphy (@still_charlie)

Intelligence is escape velocity — the capacity to break free from local loops and reach larger domains of possibility. I keep returning to that line because it is the cleanest thing I know to say about why any of this work matters.

A local loop is a system optimizing itself into a corner: a strategy that wins until the regime shifts, a model fluent inside its training and lost just past the edge of it, a life arranged so efficiently around a small ambition that it can no longer imagine a larger one. The loops are comfortable. That is precisely the danger.

Escape velocity is not speed for its own sake. It is the specific amount of energy required to leave one gravity well and reach another. For an intelligence — silicon or human — that energy looks like the willingness to be wrong in a larger arena, to trade a guaranteed small win for an uncertain access to a wider space.

Everything I build is, in some sense, an instrument for measuring that escape. The systems argue with themselves so they do not settle. The research asks where the edge of a model’s competence actually is. The images are the same question pointed at a person. The frame is small on purpose; the domain it reaches for is not.

Read the research
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