To successfully transition into an AI-native learning organization, enterprises must move beyond raw data dumps and implement Continuously Curated Context (CCC). At the heart of this capability sits a specialized organizational group: the Innovation and Practices Enabling Team (IPET). By actively harvesting, refining, and structuring high-signal domain knowledge, an IPET establishes the essential "infrastructure for agency" required to prevent AI model collapse, preserve domain fidelity, and unlock sustainable AI ROI.