Chirality

The research behind the manuals

Purpose, Participation, and Judgment

Three related studies examine how people direct work with AI agents, how software supports that work, and how its results can be assessed.

Together, they trace how experience can change both the software and the principles guiding its development.

Begin with the shared introduction. The worked example connects the three studies, and the conclusion brings their arguments together.

Read the shared conclusion →

Edition and sources

These theses are explanatory research under the owner’s direction. They are not a completed empirical demonstration, regulatory endorsement, or software release inventory. The App thesis examines v4 development.

Each document includes its exact Markdown download and pinned manuscript source. The edition record distinguishes the publication revision from historical implementation evidence.