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Viper Labs
Infrastructure architecture for capital and compute.
Viper Labs designs governance and deterministic control systems for operators building high-stakes digital infrastructure.
Our work focuses on structural containment — not policy theater.
Sovereignty is architectural.
1. AI Infrastructure Governance
AI systems are increasingly embedded in organizational infrastructure.
Governance must evolve accordingly.
We design capability-tiered governance and enforcement models that integrate directly into deployment environments.
Focus areas include:
• Capability classification and tiering
• Pre-deployment gating mechanisms
• Multi-tenant risk segmentation
• Runtime constraint architecture
• Escalation and audit-layer design
• Jurisdictional alignment in sovereign compute environments
Objective: prevent structural liability from compounding beneath productivity gains.
AI governance is not documentation.
It is infrastructure design.
──────────────Architecture Overview──────────────
AI Infrastructure Stack with Embedded Governance Layer
┌─────────────────────────────┐
│ APPLICATIONS & AGENTS │
└─────────────────────────────┘
↓
┌─────────────────────────────┐
│ MODEL LAYER │
└─────────────────────────────┘
↓
┌─────────────────────────────┐
│ GOVERNANCE LAYER │
│ • Capability tiers │
│ • Pre-deploy gating │
│ • Tenant risk segments │
│ • Runtime constraints │
│ • Escalation / audit │
└─────────────────────────────┘
↓
┌─────────────────────────────┐
│ DEPLOYMENT / ORCHESTRATION │
└─────────────────────────────┘
↓
┌─────────────────────────────┐
│ COMPUTE INFRA │
└─────────────────────────────┘
↓
┌─────────────────────────────┐
│ PHYSICAL + ENERGY │
└─────────────────────────────┘
Governance embedded in deployment
┌─────────────────────────────┐
│ Capability Tiers │
│ Tier 1 • Low-risk inference│
│ Tier 2 • Domain fine-tuned │
│ Tier 3 • Autonomous agents │
│ Tier 4 • High-capability │
└─────────────────────────────┘This model positions governance as an embedded control layer between model capability and deployment orchestration.
Enforcement logic is integrated into infrastructure, ensuring that capability thresholds, risk segmentation, and escalation mechanisms operate before and during runtime — not after incident.
AI Governance Project
Independent research initiative developing enforcement primitives for advanced AI systems.
Research areas:
• Agent capability classification
• Enforcement architecture
• Compute gating as sovereignty mechanism
• Jurisdiction in distributed systems
• Power concentration in enforcement networks
Public framework → AI Governance Project
2. Capital Infrastructure
Design of deterministic custody and UTXO architectures for operators and treasuries requiring structured control over digital capital.
Ωmega Pruner — non-custodial PSBT-only infrastructure layer for structured UTXO consolidation under explicit operational assumptions.
Built for operational durability, audit clarity, and fee-market awareness.
Engagement
Viper Labs works directly with operators, founders, and infrastructure leaders designing high-agency systems.
Conversations are architecture-first and scoped per system requirements.
Contact: fsllanos@gmail.com