Architect model-agnostic AI solutions using frontier and open models, stateful agents, multi-agent workflows, tool calling, memory, human approvals, Model Context Protocol, vector or graph retrieval, and secure enterprise integrations. Experience applying AI-native and specification-driven engineering practices, including coding agents, repository instructions, reusable skills, automated testing, security checks, validation gates, architecture decisions, and requirement-to-code traceability.