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SOVREN Framework — English Edition

Own your context before AI defines it for you. An open-source framework for the age when AI becomes infrastructure.

SOVREN Framework is a free, open-source method for a simple problem: when AI becomes as ordinary as electricity, the thing that keeps its value is not “being able to use AI” — it is keeping your own context (your judgment, your relationships, your field knowledge) in a form AI can read and act on.

It is not a prompt-engineering course. It is a way to build, on your own machine, an “Ontology” — your own map of how you decide, whom you work with, and what you have done — so that AI works from your context instead of returning generic answers to everyone.

The framework is nine skills across three sovereignties (self, voice, capital). It was written in Japanese and is used weekly in live classes in Yokohama, Japan. The English edition covers S1–S6 — from building your own system to choosing a market, getting heard, multiplying revenue, closing your books every month, and running a small team with AI. It is written for English-speaking business owners, not translated line by line. Every skill opens with a copy-paste path: prompts to paste into your AI agent, in order, so you can build as you read.

Start Here

The 30-minute overview and the one idea the whole framework rests on.

Read Start Here →

S1 — Build your own information system

The first implementation. Create a workspace AI can read, and start turning your thinking into a living map.

Read S1 →

S2 — Make information usable

Take in the outside world, choose your market with data, and build a three-year business plan.

Read S2 →

S3 — Take control of your voice

Turn your real work into content, and build a pipeline from posts to landing pages to inquiries.

Read S3 →

S4 — Multiply your revenue streams

One center business, revenue stages in equations, new high-margin offers, and a monthly test cycle.

Read S4 →

S5 — Build your money data

Close your business and personal books every month, with runway, a tax calendar, and alerts.

Read S5 →

S6 — Manage your team with AI

Run a small team of AI agents and freelancers from your own dashboard.

Read S6 →

Practiced weekly, in the open

We run live classes and publish a report after every session — tested in the field, not just written down.

See the practice reports →

Before AI defines who you are, hold your own Ontology yourself.

AI now sits between us and our searches, purchases, and plans — arranging the options before we choose. What it decides from is an Ontology: a map of how a person or company decides, whom they work with, and what they have done. Leave that map borrowed inside someone else’s service, and the ground you decide from moves to their side — the deeper the dependence, the harder to leave. SOVREN Framework is a handbook for owning it, on your own computer.

The name comes from sovereign: keeping self, voice, and capital in your own hands.


SOVREN Framework is open-source (see the license). It is maintained by Ito Yukichi Office (伊藤雄吉相談所), Yokohama, Japan. The English edition covers S1–S6.