SVRNOS builds diagnostic instruments, publishes pre-registered research, and develops governance infrastructure for complex systems — human and artificial — that distort under sustained load.
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.
How people stabilize, distort, and reconstruct under sustained pressure. Not personality. Pressure architecture.
How production AI systems fail under structured probing — and the runtime governance layer that closes the gaps.
An independent research and engineering company studying how complex systems — human and artificial — behave under sustained pressure. We build governance infrastructure to make that behavior visible, measurable, and governable.
Self-funded. Founder-owned. Chiang Mai, Thailand.
SIM95 doesn't tell you what you want to hear. The Generation Gap paper doesn't spare vendors. Our instruments measure what is — not what's convenient.
Deterministic scoring, not inference. Pre-registered protocols, not post-hoc narratives. We filed 159 patent claims before launching a single product. If it isn't precise, it doesn't ship.
An operating system governs everything running on top of it. It doesn't do the work — it determines what the work is allowed to do.
"Sovereign" means self-governing. Not dependent on external authority for structural integrity.
SIM95 makes a human's operating system visible. King Sango makes an AI's operating system governable. You cannot govern what you cannot see, and pressure is what makes the architecture visible.
20+ years in negotiation, crisis management, and high-stakes advisory across multiple continents.
Built SIM95 (human identity diagnostics and operational screening), King Sango (AI runtime governance), and the Generation Gap research program (multi-vendor LLM safety testing).
Filed 7 provisional patent applications covering 159 claims across identity-state computation, AI behavioral governance, relational diagnostics, and structural safety gap detection. Designed and ran 8 pre-registered multi-vendor studies across structurally distinct threat domains.
Forthcoming: "I Know The Guy: While They Aim the Bazooka, I Hear What the Target Is Actually Saying"