Public research scope

Author: Xufen Tu Role: Independent Interdisciplinary Researcher

This repository presents selected public research observations and positions concerning human judgment, responsibility, AI-mediated work, provenance and authorship, and complex systems. Its texts describe questions, observations, current interpretations, limits, and non-claims for public discussion.

Cite the specific public work you read using its author, title, actual date and version when available, and its working public URL. For a formally published paper, use its publication record or DOI. Earlier versions remain historical records and should be identified as such when cited.

The public reading collection does not contain private research notes, internal methods, implementation materials, client records, or unpublished development records. Its observations do not constitute instructions for a system, a legal conclusion, or a guarantee of results.

A proposed article path is not a published citation URL. Use only a work that is actually available.

Historical versions and reuse

Earlier commits and Releases remain accessible as historical public records. Their wording, named model relationships and scope may differ from the current reading collection; they are not current implementation guidance. Identify the historical version actually consulted rather than treating it as the current position.

Rights and permitted reference distinguishes citation and brief quotation from broader reuse. Public availability and attribution alone do not grant general reuse permission.