Baby Blue Viper
Enforcement Infrastructure for Capital & Compute
Baby Blue Viper designs deterministic enforcement systems for operators who require structural sovereignty over capital, data, and AI capability deployment.
This is infrastructure work — not advisory theater.
As Bitcoin scales and AI systems gain operational autonomy, the core problem converges:
How do you embed constraint directly into execution layers before value moves or capability activates?
We build the primitives that make enforcement infrastructural.
Viper Labs
Studio focused on deterministic governance and containment architecture.
We work with operators building:
• AI compute environments
• Multi-tenant infrastructure
• Regulated digital systems
• Treasury and custody architectures
Engagements are technical, architecture-first, and enforcement-driven.
AI Infrastructure Governance
AI governance is not documentation.
It is deployment control.
We design capability-tiered enforcement systems that:
• Classify model risk by operational capability
• Define pre-deployment gating mechanisms
• Embed escalation and audit logic into runtime layers
• Contain sensitive data exposure structurally
• Align compute infrastructure with jurisdictional constraints
Objective: prevent structural liability from compounding beneath productivity gains.
Independent research initiative developing enforcement primitives for advanced AI systems.
Focus areas:
• Capability-tier classification
• Compute gating mechanisms
• Runtime constraint architecture
• Sovereign infrastructure alignment
Open architecture → AI Governance Project
Capital Infrastructure
Deterministic custody and UTXO architecture for operators and treasuries.
Ωmega Pruner is a non-custodial, PSBT-only enforcement layer for structured UTXO consolidation under explicit operational assumptions.
Live demo → omega-pruner.onrender.com
Code → Viper-Stack-Omega
About Federico
Infrastructure architect focused on structural control across capital and compute layers.
Background in financial systems, Bitcoin self-custody architecture, and AI governance design.
Languages: English · Spanish · Italian
Contact: fsllanos@gmail.com
