AIA extends the verified foundation of VSI into learning. It defines how an intelligent system can adapt while remaining provable. Under AIA, every change in knowledge or behavior must carry its own evidence of justification. The architecture unites adaptation and accountability, transforming proof from a constraint into a method of growth. AIA is the second pillar of the TLDR framework—linking verifiable reasoning to ethical, traceable evolution. It demonstrates that learning and responsibility are not opposites but the same discipline seen from different sides of trust.