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Turn simulation research into production: productionize core simulation loop, design reusable agent/population abstractions, build evaluation and accuracy infrastructure, optimize simulations for scale, collaborate with researchers on hybrid LLM+classical architectures, enable deployment tooling, and produce analysis and publication layers for clients.

Manage end-to-end client relationships and deployments, scope engagements, deliver high-quality simulation-driven insights, coordinate engineering/product/commercial teams, represent the company to C-suite stakeholders, and identify new business opportunities across industries.