# Plan the right learning scope

Design a Not Organic learning integration for this product. Read https://docs.notorganic.info/learning and https://docs.notorganic.info/ai/learning.md. Compare context-only, individual LoRA, organization LoRA, and organization adaptation plus private individual context. Ask only for missing business decisions. Define account/workspace ownership, permitted training data, consent, isolation, evaluation, budget, serving compatibility, revision promotion and rollback. A personal adapter is optional. Existing evolution APIs manage artifacts, evidence, jobs and revisions; do not invent a hosted LoRA training API or organization membership endpoint. Identify what is implemented, what needs provider configuration and what needs engineering. Do not launch training, publish data or spend money without authorization.