Responsible practice

Use technology to improve access and analysis, not to erase human judgment.

For each project, we agree how information, AI support, review, and responsibility will be handled.

Abstract digital composition of layered grids, symbols, and colored points over a dark workspace
Signal and StructureDigital composition study
01

Purpose, permission, and minimum data

AI is used for a defined task, in an approved tool, with appropriate permission and no more information than the task requires. Client information boundaries are agreed before use.

02

Evidence and human review

Sources, confirmed facts, assumptions, interpretations, limitations, and recommendations stay distinct. Relevant bias risks are named, and a person reviews consequential claims and final deliverables.

03

Accountability, retention, and escalation

Humans remain responsible. Storage and deletion expectations are defined. Questions requiring specialist expertise are referred to an appropriate professional.

Human responsibility

People retain context, review authority, and responsibility for final decisions.

Project-specific privacy, AI use, authorship, ownership, credit, permitted use, retention, and deletion terms are confirmed in writing. Internal working materials are included only when agreed in scope; this does not limit required disclosures or agreed source and authorship information.

Access is part of the service. Clients may request written follow-up, explicit agendas, alternative formats, or another reasonable communication support.

A working protocol

Review the practice as the tools change.

The protocol is reviewed regularly and when tools, policies, or new information change the work. A change affecting client permissions or information use is agreed before it is applied.

AI tools assisted with the editing and technical preparation of this website. Angelynn Avé remains responsible for publication decisions. Artwork credits are recorded separately.