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Smith & Tinker LLC
R-01

Status: Exploratory / Commercialization Planning

Scientific AI Infrastructure

Scientific AI Inference & Potential LANL Commercialization

Research and planning toward domain-specific, locally operated AI inference infrastructure for scientific and engineering environments. The proposed architecture combines next-generation NVIDIA Blackwell GPU systems with custom model-serving backends, inference harnesses, orchestration systems, and specialized interfaces.

Technical directions

  • High-performance local AI inference
  • Domain-specific machine learning
  • Scientific & engineering workflow integration
  • Proprietary backend inference frameworks
  • Agent orchestration & reasoning harnesses
  • Controlled computing & data environments
  • High-performance GPU infrastructure

Institutional context

The founder is exploring potential commercialization opportunities involving Los Alamos National Laboratory, including possible entrepreneurial-leave and technology-transfer pathways associated with the Richard P. Feynman Center for Innovation.

The research is also conceptually aligned with certain technical objectives of the United States Genesis Mission, established through a November 2025 executive order. That alignment describes shared technical interests only.

Current standing

  • No partnership with Los Alamos National Laboratory has been approved.
  • Entrepreneurial leave is under consideration and has not been finalized.
  • Smith & Tinker does not operate inside LANL and has no access to laboratory systems, datasets, or infrastructure.
  • Smith & Tinker is not a participant in, and is not endorsed by, the Genesis Mission.
  • NVIDIA Blackwell GPU systems have not been purchased or deployed.

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