Muthukumar Kumaraswamy
Senior Director AI @ AMD
About
Strategic IT and AI Executive at AMD, leading enterprise-wide transformation across AI platform strategy, Generative AI, Machine Learning, and high‑performance infrastructure. With 20+ years of experience, I specialize in translating advanced technology into measurable business outcomes through AI innovation, scalable compute, and cloud modernization. At AMD, I lead the development of next-generation AI platforms, supporting 50+ foundation models and GPU clusters scaling to tens of thousands of nodes. I architected the widely adopted 4A Framework (Assist, Action, Automation, Autonomous) and an Accelerated AI Data Strategy, enabling the organization’s evolution from data‑driven decisions to data‑driven discovery. My work also includes advancing Applied-AI frameworks and enabling Digital Twins and self‑healing systems to autonomously optimize and modernize mission‑critical operations. My current focus is on AI infrastructure at extreme scale, deploying tens to thousands of GPUs using a Metal‑to‑Model framework. I enable AMD and its customers to design and deliver megawatt‑to‑gigawatt AI data centers, with deep involvement across data center due diligence, BoD, design validation, MEP selection, construction oversight, and Ready for service (RFS). This includes pioneering Terrain‑to‑Token modeling to ensure resilient, efficient, and future‑ready AI large scale deployments. I am passionate about building platforms, ecosystems, and teams that push the boundaries of what AI can achieve—responsibly, securely, and at global scale.. Known for building high-performing global teams, driving multi-million dollar initiatives , and fostering cross-functional partnerships with engineering, legal, and business leaders. Passionate about driving responsible AI adoption, developer empowerment, and shaping the future of enterprise-grade AI platforms.
United States
San Jose
Semiconductors
MCP, Digital Twins, Self Healing systems, Data Center Architecture, AI systems Engineering, GenAI, GPT, Bard, Gemeni,ROCM, AMD GPU, DGX, H100, A100, MI250, MI300x, ZenDNN, Gradio, Pytorch, LangChain, AI Adoption, Use of AI, AI Value Mapping, ROI of AI, AI Cluster management, GPU Optimization, LLM , OpenAI, Vector Database, Microsoft Azure, Vertex GenAI, PaLM2, SecPaLM, AMD GPU, MI210, MI250, Graph Embeddings, Large Language Models (LLM), Onprem LLM (Large Language Model)
Experience

Senior Director AI
San Jose, California, United States
✅ AI Strategy & Governance 4A Framework (Assist, Action, Automation, Autonomous) AI Ready Aceelerated data platform Responsible AI (RAI) AI Legal Council and GenAI governance Digital Twins and Self-Healing Systems AI Engines ✅ AI Infrastructure & Platform Ops Metal to Model deployments (1K–10K+ GPUs) Foundation Model-as-a-Service Inference and training workloads (TGI, vLLM, JAX, etc.) Vector DB, SAST/SCA integrations, custom plugins ✅ Datacenter, Cloud & Systems NeoCloud strategy, BoD, DLC/CDU cooling Delivering Solution for Megawatt to 100s of Megawatt next gen datacenter AWS, Azure, GCP, and on-prem HPC/K8s/VMware environments FPGA for logs, regex, blockchain acceleration ✅ Leadership & Operations Global team building and enablement $10s and millions on vendor negotiations ITIL, ITGC compliance, InfoSec alignment GenAI onboarding and internal education programs
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