Noetic explorer studying how post-deployment AI behavior may change over time when foundation-model APIs are embedded inside persistent pedagogical and relational architectures — what I term a Situated AI System (SAIS) — and how those systems can be made developmentally legible, auditable, and responsibly governed. LEARN MORE: https://nodeone.host/about