A kernel that evolves its own security
The kernel can follow new research, incidents described by their sources, and changes in its environment. It forms knowledge from a signal, a strategy from that knowledge, and brings what was learned into the competence or component that must operate differently. External research retains its own context when applied to another system.
Attention already participates in work and design. A recurring activity can give it continuity: the receiver selects sources, cadence, persistence, and a controller, preserves what changes the next movement, and improves the activity’s method too. The kernel includes this knowledge; activation takes place in the receiving environment.
Each application keeps its learning in its own space. Generalizable learning can improve the public kernel while the receiver’s context, access, and data remain private.
An intact audit log, an agent's proposal and the host's enforced protection describe different properties. The competence may change its observation point when that makes a consequential relationship intelligible, including tool activation from configuration and resumed approvals.
Method and use guide ↗