Research program

Sovereign AI System

Vaults, IP, portability — your library, never locked.

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Thesis

Sovereignty is the property an operator loses by default and only regains by design. Your library belongs in JSONL on disk, not in a vendor textarea. Your reasoning sessions belong in a vault you own. Your contracts with MCP servers belong in versioned schemas. Built on SIP — the Starlight Intelligence Protocol — so what compounds for you stays yours.

Open question (replication invited)

How many published vault entries does it take before a Shaper's reasoning becomes citable by GPT/Claude/Perplexity in their domain?

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Reports under this program

1 entry

22 Apr 202610 min

Five MCP integrations that broke in production over six weeks — and what each failure taught

Five incidents, three root-cause categories — silent schema drift, auth-token rotation gaps, transport-layer back-pressure. A 12-line pre-flight check catches the patterns. Most production MCP failures are operational, not architectural.

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