Industrial HPC Buildout
Centrally orchestrated compute clusters designed for maximum bandwidth-bound inference efficiency.
System Topology
Tiered orchestration and compute layers designed for maximum inference efficiency.
Dual-use workstation. Day: Creative production. Night: Vast.ai compute node.
High-density 4x GPU nodes filling the "VRAM Vacuum." Phase 2 Deployment: 40x RTX 6000 Blackwell (3.8TB VRAM) across 10 units.
Technical Specifications
Rationale for component selection and financial yield.
CapEx Yield (Hardware Cost)
Monthly Revenue Target
OpEx Efficiency (Cloud Avoidance)
Industrial Operations
Strategic migration from leased acceleration to asset ownership.
Specifications
Objectives
Specifications
Timeline
Specifications
Objective
1 MW Capacity
Density Metric
Theoretical density based on 1.45kW continuous load per rig. Demonstrates infrastructure efficiency at industrial scale.
Environment & Connectivity
High-bandwidth spinal architecture paired with passive climate leveraging.
Leveraging Ohio's climate (~5,000 free-cooling hours/year). Open-air rackmount chassis paired with industrial HVLS fans eliminate the need for traditional AC.
Model lifecycle + scaling direction
How we iterate models today and how the industry’s infrastructure direction informs our roadmap.
Applied AI wins come from iteration velocity and repeatability. Our pipeline is designed to take an open model, fine-tune on domain data, evaluate, then deploy to production inference—while keeping data governance and reproducibility first-class.
- Base model selection (open-source / frontier).
- Fine-tune + eval loop for domain fit (repeatable, auditable).
- Deployment to production inference with monitoring and rollback.
We build with what is economical and deployable today, while aligning to the industry’s rack-scale direction. This is roadmap context, not a procurement commitment.
- Current: Seed Rig clusters optimized for memory-heavy inference.
- Next: deskside systems accelerate dev/staging workflows when needed.
- Future: rack-scale AI factory patterns (Rubin-era framing).
These links provide industry context and terminology used throughout the plan. They are not a statement of procurement or vendor dependency.