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Insights

From the front line of sovereign AI.

Plain-language field notes on why owning your compute beats renting it, backed by documented facts, not hype.

Meet Vault: your organization's brain
Introduction · June 2026 · 3 min read
Meet Vault. Your Org's Brain.
Vault is your organization's brain. Connect it to the software you already use, and it reads everything, never forgets, and saves your team hours every day.
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The token tax
Insights · June 2026 · 3 min read
Even Microsoft can't afford the token tax.
Microsoft owns a piece of OpenAI and is already shopping for a cheaper model to run Copilot. That helps its margin, not your bill.
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One AI infrastructure bill splitting into four hidden charges
Economics · June 2026 · 6 min read
The hidden costs of renting GPUs you don't own.
Your AI bill lands 3.7x over budget not because compute grew, but because it's four separate charges, compute, egress, idle, and burst, wearing one name. By Mark Tuck.
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One person's privacy isn't a company's
Insights · June 2026 · 4 min read
Your private ChatGPT isn't your company's privacy.
A friend's "zero data retention" covers one chat window, not a business. Company-wide privacy is a six-figure enterprise contract. Here's the gap, with real pricing.
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The learning loop is the moat
Insights · June 2026 · 4 min read
The 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 renting means it was never yours.
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Compute Village, DorkOS and Vault Cloud, one owned AI stack from energy to application
Partnership · June 2026 · 2 min read
Compute Village is partnering with DorkOS and Vault Cloud.
A donated RTX 6000, one owned stack from energy to application, and a new series of Vault Cloud products led by DorkOS creator Dorian Collier, shipping Fall 2026.
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