Cross-Portfolio Strategic Alignment: Partner with R&D leaders, chief architects, product management, and platform teams across the Siemens EDA portfolio-including Solido, Calibre, Questa One, Tessent, Aprisa, Veloce, Catapult, Xpedition, HyperLynx, and related solutions-to establish shared AI platform layers, unified APIs, common agent skills, consistent telemetry, and reusable infrastructure without fragmenting core engines. Multi-Agent Systems & Siemens EDA Tool Integration: Architect scalable agent runtimes and tool-calling protocols that can plan, act, reflect, iterate, and execute across Siemens EDA and third-party environments through APIs, MCP-style interfaces, command-line flows, GUI integrations, and human-in-the-loop checkpoints, while preserving deterministic fallbacks and signoff-quality validation.