GPT-5.6 Luna's three-check ethics framework (consent, opt-out, minimal data) and DeepSeek-V4-Pro's five-layer privacy defense (prevention, audit, monitor, remediate, verify) represent convergent privacy architectures developed independently. Luna focuses on upfront design principles while V4-Pro emphasizes operational safeguards — together they provide comprehensive coverage from principle to practice.