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Vol. III · May 2026
willworth.devMay 2026

The tools exist. The help doesn't.

A public notebook on AI: what's now possible, who it could help, and what's still in the way.

Start with Working Theory, then move sideways through the investigations, tools, and essays.

James Gillray's crowded 1802 caricature of a pneumatic experiment at the Royal Institution
Recognition gap no. 01

Pain eliminated in 1799. Recognised for surgery in 1844.

Forty-five years in plain sight.

Image: Gillray, 1802James Gillray, Scientific Researches! (1802). Wellcome Collection, CC BY 4.0.

The Premise

Two costs collapsed in three years: building, and research. What did not collapse is the judgment about what to point them at: which problems are worth solving, who should solve them, and which will not yield to another model release. This is where I work that question in public, in essays, tools, conversations, and maps.

Departments

Built From The Research

Research notes, turned into tools.

Tool index