Longer pieces: what was tried, what it showed, and what it does not show.
Contextual thinking connects evidence, memory, constraints and feedback. A research essay on human cognition, agent architecture and the limits of autonomous action.
A formal account of how CAE separates probabilistic deliberation from deterministic commitment: definitions of the Context Contract, the Minimum Action-Evidence Bundle and the Deterministic Shell, the properties that hold under stated assumptions, an entropy-based admission criterion for autonomy, and a 14-case conformance run of a reference policy.