⚙️ Technical
Capability and collaboration documents — hardware costs, GPU pipeline, grants, drug discovery.
Concrete capabilities, costs, and evidence for institutional reviewers, grant evaluators, and collaborators. Each document is written for a specific audience.
| If you need… | Read this |
|---|---|
| Evidence for a grant application | Grant Technical Appendix — every claim mapped to an NIH/NSF/USDA/DOE verification command |
| Hardware cost justification | Hardware Cost Analysis — $0.044/run, 9.9x DF64 uplift, CUDA throttle vs Vulkan economics |
| GPU pipeline architecture | Sovereign GPU Pipeline Profile — how toadStool/wgpu replaces the CUDA stack |
| Drug discovery review | Drug Discovery Pipeline — MATRIX + Anderson geometry, 329/329 validated checks |
| Institutional compute integration | MSU Asset Acceleration — ICER cluster mapping, HPC integration points |
| Teaching with AI-assisted development | K-NOME Teaching Brief — pedagogy case for real science, not toy examples |