Does proposing an interface grant permission to act?
The boundaries between AI interface suggestions, permission to perform operations and human control, through Muhit.

Questions and ongoing research.
Software, systems and experiments.
Photographs, places and details.
The boundaries between AI interface suggestions, permission to perform operations and human control, through Muhit.
How decisions about drafts, focus, errors, cancellation and themes take shape in Muhit’s working examples.
Visual language, page states, preserved context and the promise an interface makes, through the work on Muhit.
Follow one subject across different kinds of work.
Working tools and ongoing projects.
A Python agent that checks solutions externally and investigates reuse of verified executable skills. Development alpha.
An open-source record contract and validation toolkit for knowledge provenance, evidence relationships and assessment traces in language-model outputs.
A map of meaning.

Sunset and a ferry seen from the tree-lined shore.
Photograph: Ömer Asım.
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