Independent research institute

Governance infrastructure for systems under pressure.

SVRNOS builds diagnostic instruments, publishes pre-registered research, and develops governance infrastructure for complex systems, human and artificial, that distort under sustained load.

Our research Our instruments
Whether the system is a founder in a boardroom or a language model in a chat window, the architecture only reveals itself when the load exceeds the design margin.

The SVRNOS Thesis

Two disciplines, one thesis

Governance across substrates

The same structural lens applied to human operators and artificial systems. Different substrates. Same distortion patterns. Same need for governance.

Human governance

Identity under load

How people stabilize, distort, and reconstruct under sustained pressure. Not personality. Pressure architecture.

  • SIM95™  Operational identity diagnostic and screening engine. Sovereignty Lane routing: Elite, Skill Acquisition, Self-Improvement.
  • SIM-Amp™  AI-powered interpretive coaching layer.
sim95.com →

AI governance

Machine behavior under pressure

How production AI systems fail under structured probing, and the runtime governance layer that closes the gaps.

  • Sango Voice™  Governed voice presets for AI systems. 12 identity-calibrated personas.
  • Sango Guard™  Structural AI safety detection. Pattern, provenance, and generation gap coverage.
  • The Generation Gap™  Pre-registered multi-vendor safety surface testing.
kingsango.com →

Published research

The Generation Gap

Ten structurally independent safety surfaces identified across eight production LLM vendors. Pre-registered protocols. Deterministic scoring. No vendor covers all ten.

Ten Structurally Separate Safety Surfaces in Production LLMs

Nzeutem, 2026 · 8 vendors (4 pre-registered) · 8 studies · 64 sessions

Every AI lab publishes what their models can do. This paper measures what their models will help you get away with.

Pre-registered 8 vendors 10 safety surfaces Open protocols
Read the paper →

8

Provisional patents filed

286

Claims

8

Pre-registered studies

40+

Identity dimensions

Product family

One thesis. Three instruments.

Every product answers the same question: how does a system behave when the load exceeds the design margin?

Live

SIM95

Human identity diagnostic and screening. Pressure architecture mapped. Sovereignty Lane routing.

Live

Sango Voice

Governed voice presets for AI systems. 12 identity-calibrated personas. Model-agnostic.

Live

Sango Guard

Runtime safety layer for LLM products. Pattern, generation, and provenance gap coverage.