Eirwyn Zhang is an industrial operator and capital partner who applies deep technical and production expertise to grow and safeguard technology and real assets. He engineered core simulation pipelines and computing systems for Scuderia Ferrari, Epic Games, and Unity, culminating in the 2020 strategic acquisition of his proprietary spatial-computing IP. His applied research on world action models at Carnegie Mellon University with NVIDIA and John Deere directly informs the sovereign-grade platforms and autonomous systems he directs, and earned him a nomination to the highly selective Harvard Business School Foundry (Defense, Aerospace, and Physical Science Cohort). He aligns engineering physics with long-term institutional capital allocation and asset value creation, and serves as co-author and editor of the MIT Dual-Use Horizon Report white paper.
Eirwyn Zhang
OPERATING & CAPITAL PARTNER
PHYSICAL AI & SOVEREIGN INFRASTRUCTURE
Public CV
Physical AI & Automation
Infrastructure & Autonomy
Simulation-Driven Strategy
Biography
Capability
ARCHITECTURAL ENGINEERING & PHYSICAL AI
Applied Autonomy & World Action Models
Asymmetric Underwriting & Terminal Asset Architecture: Leveraging core engineering physics to extract structural negative information that dictates institutional capital and production decisions, while architecting forward-looking autonomous systems to capture compounding, unpriced sovereign growth.
TECHNOLOGY GOVERNANCE & CAPITAL STRUCTURING
Strategic Design | Dual-Use & Deep-Tech
Asset Structuring & Strategic Equity: Structuring deep-tech cap tables and regulatory frameworks to clear the latent capital-stacking, production, and governance liabilities that lock dual-use assets out of procurement and terminal liquidity, transitioning this framework directly into aligned fiduciary architecture.
ASSET DEPLOYMENT & CRITICAL INFRASTRUCTURE
Deployment & Integration | Sovereign & Resilient Grids
Physical Execution & Infrastructure Ownership: Underwriting the operational risk of integrating cyber-physical automation into legacy heavy-industry, and executing the physical deployment to capture direct equity in the resulting sovereign grids.
STRUCTURAL INTELLIGENCE & MACRO UNDERWRITING
Applied Research | Macroeconomics & Geopolitical Capital
Bespoke Intelligence & Institutional Deal Routing: Delivering macro-strategic supply chain stress-tests for private capital to directly inform and dictate structural allocation flows.
History
Calyxis Inc.
- ■ Invited to the HBS Foundry (Defense, Aerospace, and Physical Science Cohort) to incubate a sovereign-grade platform specializing in physical AI control systems, autonomous edge-computing, and allied resilient infrastructure.
- ■ Engineering resilient distributed intelligence systems and autonomous platforms designed to maintain operational continuity and real-time capability in highly contested or degraded environments, supporting long-term asset protection and value creation in critical infrastructure and sovereign applications.
ADEPTUS CAPITALIS
- ■ Deploying proprietary structural models to stress-test deep-tech supply chains and cross-border capital flows, converting raw technical uncertainty into terminal risk pricing for family office and institutional capital.
- ■ Synthesizing bare-metal engineering constraints into underwriting frameworks that remove capital inefficiencies and set allocation parameters for allied infrastructure deployments.
Private Family Office
- ■ Direct technology and real asset allocations by applying deep technical and production expertise to grow business value; deploy mathematical risk models and structural simulation to align production, capital, and governance while stress-testing under competitive pressure.
Chengdu Science & Art Development Co., Ltd.
- ■ Operating Partner for family office–capitalized spatial technology assets.
- ■ Directed the conversion of internal spatial R&D into licensable intellectual property by building a proprietary digital twin and neural reconstruction capability that displaced legacy incumbents and restructured the firm from bespoke service delivery to repeatable, technology-enabled revenue.
Massachusetts Institute of Technology
- ■ Co-authored and edited research, case studies, and capital stack analysis examining capital sourcing, secure domestic production footprints, regulatory and systemic failure modes, and investment opportunities at the intersection of defense, autonomy, and emerging technology under export control frameworks across allied partner contexts (NATO, AUKUS, etc.).
Southern New Hampshire University
- ■ Directed the design and execution of the organization’s inaugural AI summit, structuring applied tracks across business operations, workforce development, and institutional contexts.
- ■ Aligned the program to advance asymmetric value creation, durable high-skill capital formation, and preserved institutional resilience over short-cycle adoption or diffusion.
Chengdu Lanma Engineering Co., Ltd.
- ■ Directed the conversion of family office–capitalized regional land development and infrastructure workflows from labor-intensive manual production into automated spatial computing pipelines, delivering photorealistic, physics-mapped digital environments for multi-million-dollar real assets.
- ■ Elevated legacy 2D workflows by deploying interactive 3D simulations for virtual milestone auditing by JV partners and real-time rendering to support pre-leasing and planning for retail and hospitality corridors, including the 416-meter Kuanzhai Alley historic corridor.
Simulation & Engine Architecture
Scuderia Ferrari
Programmed high-fidelity fluid dynamics solvers to optimize aerodynamic wide-tire wake and diffuser geometry; delivered 50× more high-fidelity iterations per week than legacy CPU setups.
Crytek
Engineered large-scale zero-dependency proprietary C++ simulation engine sustaining 120 FPS on PC and 60 FPS on console hardware without third-party libraries.
Creative Assembly
Designed the core algorithmic logic and pathfinding enabling thousands of autonomous agents to navigate resource-constrained spatial environments; shipped globally in Total War: Warhammer I.
Education
University of Pennsylvania
Master of Science in Engineering (MSE) in Artificial Intelligence
Carnegie Mellon University
Master’s in Computational Data Science (GAI & LLM Focus, Scholarship Recipient)
Southern New Hampshire University
STEM MBA, Management Science and Quantitative Methods
Southern New Hampshire University
Bachelor of Science, Computer Information Systems
MIT Professional Education
Applied Data Science Program: Leveraging AI for Effective Decision-Making — structural intelligence, macro underwriting, and decision systems