Revised Framework Center
The main theory hub for support, substitution, participatory capacity, and the current model.
Open framework centerIndependent Research Journal
Theory, research notes, and applied AI governance work on support, substitution, and participatory capacity.
Research
This page separates the current framework, papers, stress tests, notes, AI governance work, and older archive material.
No files have been moved in this pass. The links below use the existing routes.
Current framework
Use the revised framework center for the current formulation, then move into specific papers or stress tests as needed.
The main theory hub for support, substitution, participatory capacity, and the current model.
Open framework centerA bounded statement of the claims and limits of the current model.
Open claim summaryResearch papers
The larger index of papers, downloadable artifacts, and older material.
Open papers archiveApplied tests across biology, education, recovery, religion, organizations, politics, and technology.
Open stress testsAI governance
Behavioral drift detection, objective anchoring, realignment, and production governance.
Open AI corpusA reference implementation for pre-execution oversight in agentic AI systems.
Open AAGA scoring layer for whether AI assistance preserves human participation.
Open PCPINotes and archive
The Notes index is the planned home for dated writing and public research updates.
Open NotesOlder formulations remain live for provenance and continuity.
Open archive