Skill portability
What is the smallest vendor-neutral form that preserves a skill’s meaning, checks and revision history?
RESEARCH / QUESTIONS
Questions with enough weight to change the system.
These questions guide the work without prescribing a single implementation. Definitions, prototypes and observed results remain separate; an old plan can be reconsidered when the person or the setting changes.
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?
Recovering useful knowledge
When names and document structures change, how can a useful judgment still be found with its source and conditions? LIFS provides reproducible lexical searches to locate material; an agent interprets and evaluates what is found. Semantic and vector retrieval are options to study, not prerequisites for this division of work.
Continuity across endpoints
How can a definition, its history and a current activity remain understandable when devices, services and collaborators change? What must travel, what may differ, and how can the destination show that the right change arrived?