AI-native modernization for legacy enterprise systems — production-ready slices every 4–8 weeks, delivered behind feature flags for boundary-by-boundary rollback. Shadow-traffic parity validation against the legacy system at every step. AI architect embedded in each squad to preserve the institutional memory the original authors would have lost. Partner engagement — built ModernLift's brand, landing pages, and lead-generation engine on top of MinuteZero. Marketing & lead generation partner.