# Post-Personalization **Domain:** Personalization / Modeling / Governance **Doc Type:** Canonical Concept Node **Maturity:** Developed **Concept Status:** Corpus term developed across two articles ## Definition **Post-personalization** is extreme differentiation of treatment without corresponding interpersonal recognition or a single narratively complete model of the person. A local agent may retain biography, preferences, commitments, and vulnerabilities while higher layers consume only task-specific variables such as mobility demand, purchasing behavior, identity confidence, credential status, or physiological risk. The result can feel intensely personal at the edge while remaining statistical and compartmented above it. ## Architecture The local layer knows more about one person. The higher layer knows more about a population or system. Selective variables pass between layers according to purpose, permission, and technical interface. Individualized effects therefore do not depend on every participant sharing one complete dossier. ## Governing Variable Post-personalization governs **resolution by layer**: who can see which representation, at what level of abstraction, and with what authority to alter the environment returned to the subject. ## Corpus Lineage [[articles/Cyber-Physical Lessons from Imperial Beekeeping|Cyber-Physical Lessons from Imperial Beekeeping]] first develops the term as individualized environmental response without narrative recognition. [[articles/The Skeuomorphic Interval|The Skeuomorphic Interval]] places it inside the progression from personalization to [[wiki/Provisioned Environment|provisioning]] and enclosure. ## Constitutional Question and Failure Modes Compartmentation can reduce unnecessary disclosure while also making the total operating model difficult to inspect. Legitimate use requires purpose limitation, visible delegation, provenance, correction across layers, and a way to discover which partial representation caused a consequential outcome. ## Related Ontology [[wiki/Asymmetry of Abstraction|Asymmetry of Abstraction]] · [[wiki/Operational Representation|Operational Representation]] · [[wiki/Digital Twin|Digital Twin]] · [[wiki/Model-Space Sovereignty|Model-Space Sovereignty]] · [[wiki/Information Asymmetry|Information Asymmetry]]