AI-Native Discipline
AI-Native + Engineering Discipline
Scoping, implementation, evaluation, handover and adoption. Verify each outcome.
AI writes code fast, but drifts and loses context. This thesis constrains AI with engineering discipline: requirements, architecture, design, build, acceptance, and test on one pipeline, every step verifiable and deliverable. Evaluate model outputs separately and retain handover and adoption evidence. Validate efficiency gains in the project.