CVLG Insights
Energy, compute, and sovereign AI.
Signal from across the portfolio. From Compute Village, Vault Cloud, and AssetOps. One feed for everything CVLG is building.
Partnership · Compute VillageJune 2026 · 2 min read
Compute Village × DorkOS × Vault Cloud — building fully integrated private AI
A donated RTX 6000, one vertically integrated private-AI stack, and a new series of Vault Cloud products — led by DorkOS creator Dorian Collier, shipping Fall 2026.
Read the article ›Privacy
· Vault CloudYour private ChatGPT is not your company's privacy
A friend says their AI is private because they flipped a setting. That covers their personal chats — not your company. Protecting a business is a different thing, and it costs real money.
June 2026 · 4 min read
Models
· Vault CloudThe model is the commodity. The learning loop is the moat.
Every company runs the same frontier models. The only edge that compounds is the loop that learns your business — and if you rent your AI, that intelligence was never yours to keep.
June 2026 · 4 min read
Economics
· Vault CloudEven Microsoft Can't Afford the Token Tax
Microsoft owns a big piece of OpenAI. So why is it quietly testing a cheaper model to run Copilot? Because paying by the token is a bad deal — and if it is bad for Microsoft, it is worse for you.
June 2026 · 3 min read
Energy
· Compute VillageTexas Energy, American Compute
Texas flares more gas than any state in America. We put that waste asset to work — modular AI data centers on the gas itself.
June 2026 · 3 min read
Engineering
· Compute VillageMitigating Voltage Variations from Large-Scale GPU Deployments
As GPU deployments scale to thousands of nodes, utilities face unprecedented challenges from voltage sags and frequency fluctuations. Regulated and unregulated utilities are innovating different solutions.
June 2025 · 8 min read
Economics
· Vault CloudThe Hidden Costs of Renting GPUs You Don't Own
Your AI infrastructure bill shouldn't be a mystery. Most teams find their costs are 3.7x higher than budgeted because they're paying for four charges wearing one name.
June 2026 · 6 min read
Architecture
· Compute VillageWhat an Owned Architecture Looks Like
Stop paying for idle capacity, egress fees, and burst premiums. Here's how owned infrastructure removes the four hidden costs of rental models — layer by layer.
June 2026 · 7 min read
Economics
· Compute VillageYour AI Infrastructure Bill Shouldn't Be a Mystery
There's a better way. Private AI Cloud, Engineered — a dedicated platform you own with predictable cost and one vendor accountable end to end.
July 2026 · 2 min read