AI Context
AI Context and the Missing Layer in AI Safety
A shorter route into why output-level safety language leaves part of the problem unspoken.
Public Notes
Briefings, essays,
and public notes
These pages offer shorter explanations, thematic briefings, and public-facing notes for readers who want a lighter route into the research before moving into the formal papers.
What lives here
Public-facing notes on AI context, governance, user-side risk, companion systems, and related themes drawn from the broader research line.
How to use these notes
Use these pages for orientation and theme-level reading. Use the paper pages when you need the formal conceptual framing or citation record.
Selected Notes
Current public notes and briefings
These notes sit beside the formal papers and help make the work readable across different audiences and themes.
Governance
Regulation Without the User
A shorter route into the governance gap between model-facing standards and user-side consequence.
Adoption
Teen Adoption Before Safety Maturity
A shorter note for readers following youth adoption, safety maturity, and timing.
Methods
From Framework to Detection
A shorter explanation of how the research line moves from theory to bounded technical implementation.