Skill portability
What is the smallest vendor-neutral form that preserves a skill’s meaning, checks and revision history?
RESEARCH / QUESTIONS
Questions that still change the design.
The project does not hide uncertainty behind a product surface. These questions remain open and affect the next public releases.
Subject authority
How can AI agents act with enough freedom to be useful without silently taking control of identity, memory and irreversible decisions?
Public and private inheritance
How should private practice return general lessons to the public system without leaking local facts?