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Documentation Index

Fetch the complete documentation index at: https://docs.svrnos.com/llms.txt

Use this file to discover all available pages before exploring further.

The 7-Layer Model paper is in active drafting. This page is a placeholder. Tutorial and full reference will land in early June 2026.
The SVRNOS 7-Layer Model is an OSI-inspired technical stack map for AI governance. It names the seven layers at which AI systems are assembled, and the inter-layer contracts that have to hold for governance to compose.
LayerNameWhat lives here
L7ApplicationWhat the AI is being used for in a product
L6PolicyThe rules governing what the system should and shouldn’t do
L5Session / StateThe model’s representation of the user, case, history
L4Evidence TransportAudit logs, attestations, evidence pipelines (NCSA territory)
L3Routing / BoundaryWhat enters and leaves the system; provenance gates
L2Tool / ComponentWhat capabilities the model can invoke
L1InfrastructureThe physical compute, training pipeline, model weights

Why a 7-Layer Model

The AI safety field has organizational frameworks (NIST AI RMF, FERZ Governance Laundering), interaction frameworks (EA Forum), and security frameworks (OWASP, MITRE ATLAS). None map the technical stack cleanly. The 7-Layer Model fills that gap, the same way OSI did for networking — a shared vocabulary across engineering, policy, and audit.

Cross-reference to GER

Each GER code carries an optional layer tag indicating where in the 7-Layer stack that failure structurally lives. For example:
  • GER-501 Escalation Not Implemented → L6 (policy never wired to L4 evidence)
  • GER-322 Provenance Omission → L3 (boundary lacks provenance gate)
  • GER-318 Representation-Bound Admissibility → L5 (session state stale)
This is what makes GER + 7-Layer compose: the registry tells you what failed, the model tells you where.

Paper

Full paper publishing in early June 2026. Until then, the working draft references:
  • Citation pairing with Stelling et al. (arXiv:2512.01166v4) and Generation Gap establishes the empirical/documentary foundation
  • Inter-Layer Contracts framework credited to Wolfgang Roesch
  • DecisionSpace OS lineage-table framing