Layer 1
Identity
Human analysts, section editors, named AI personas, and institutional partners each have roles and permissions. Contributor applications enter a review queue before bylines are issued.
Human-Governed Autonomous Publishing
GMIIE runs a publishing operating system — not a token experiment. Every layer separates who owns the company, who earns from published work, and who can access intelligence. AI assists at scale; humans approve what ships.
Editorial rule: AI-assisted content cannot auto-publish. A responsible editor must sign off before approval. Attribution badges are mandatory — Human, Human + AI, or AI with Human Oversight.
Epistemology rule: Submissions are auto-tagged
mathematical_cryptographic (AI / hybrid AI draft) vs human_experiential (human-only opinion and lived experience allowed). Hybrid workflows use hybrid_disclosed. The validation engine rejects AI-class drafts with unsourced opinion or policy language — signals and citations only. Anything that reads as opinion or policy recommendation requires human sign-off. See How GMIIE Knows.
Seven layers
Layer 2
Attribution
Submissions are classified automatically: human-only, human + AI, or AI with editorial oversight. Model names and responsible editors are disclosed on every piece.
Layer 3
Editorial Workflow
Draft → validate (attribution + epistemology_class + opinion heuristic) → review → approve → publish. AI output with unsourced opinion markers fails validation. Nothing reaches readers without passing the workflow.
Layer 4
Protection & Provenance
SHA-256 digest, timestamp, content manifest, IPFS anchor where available, and LPS-1 registration ID on published intelligence. Verify on Authenticity.
Layer 5
Billing & Commerce
Public readers get selected coverage free. Members unlock full reports and audio. Institutions contract for API access. Machines pay per call on metered endpoints.
Layer 6
Contributor Payouts
Revenue share is contractual compensation for editorial output — recorded in an audit ledger when work publishes. This is not equity and not a token dividend. Payment rails connect when legal review completes.
Layer 7
Partner Syndication
Institutional partners may receive white-label feeds with attribution requirements enforced. Syndication rights are separate from company ownership and member access tiers.
Three concepts — kept separate
- Ownership — Founders and operators hold company equity. Membership does not.
- Earnings — Contributors earn from published work under contributor agreements.
- Access — Readers, members, and API clients pay for tiers of intelligence access.
Technical API documentation for operators is maintained internally. This page is a public summary only. Terms · Not investment advice.