Organizational learning.

Planning priors are calibrated by execution outcomes. Adversarial firings become labeled training signals. Strategy adapts based on feedback.

Learning signals must NEVER feed directly into authority — only into the priors that planning consults.

Cycle: Intent → Plan → Execute → Observe → Learn → Calibrate priors.

Adapter

The [adapter] module bridges converge experience events to organism learning types. After an engine run, call [adapter::build_episode_from_run] with the final context plus queried ExperienceEventEnvelopes, then [adapter::calibrate_priors] to update planning priors.