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Bridging Research, Engineering & Entrepreneurship

Every Vision Has a System

Growth is a loop of optimization applied to real operations and real data. Clarity comes from structured decisions. I designintelligent systemsthat are measurable, adaptable, and durable.

IntelligenceAdaptabilityImpact
How I build & what I bring

Skillset & Operating Principles

Core Skillset
AI Automation & Systems Intelligence
Autonomous workflowsAI-driven decision systemsProcess modeling & optimization
Corporate Innovation & Venture Systems
Innovation frameworksPilot ventures engineeringGrowth architecture design
Tokenized Economies & Web3 Infrastructure
Tokenomics modelingWeb3 architecturesDeFi mechanisms & ecosystem design
Data Systems & Experimentation
Data-driven growth loopsReal-time feedback frameworksQuantitative validation
Systems Engineering
From architecture to automation with first-principles designScalable, modular, and resilient foundations
Operating Principles
System-first Thinking

Every vision maps into a system. Design the system, then optimize the loop.

First Principles over Playbooks

Reduce to fundamentals, rebuild only where it compounds.

Impact as a Metric

If it doesn’t transform growth, decisions, or resilience; it’s noise.

Automation as Leverage

Humans should focus on direction, machines on execution.

Iterate with Real Data

Launch, observe, adapt. Reality is the ultimate spec.

Capital as Fuel, Not Goal

Design systems that align technology, capital, and growth into durable ventures.

The foundations of scalable impact

System Pillars

Research
  • Problem modeling & abstraction
  • Frontier Mapping
  • Predictive Systems
Engineering
  • Intelligent Agents & Flows
  • Adaptive Interfaces
  • Reliability by Design
Venture
  • Growth Loops
  • Narrative as Infrastructure
  • Capital Systems
Pattern of work

Operating Experience

  1. 2024 | present
    Founder & CEO, DeGNZ Labs

    Building applied AI systems and capital system infrastructures. Designing venture scaffolding for startups and investors.

  2. 2020 | 2024
    Co-Founder & COO, Brickken

    Scaled Web3 tokenization infrastructure from idea to global adoption. Led operations, growth, and product-market fit. Currently active as co-founder shareholder.

  3. 2017 | 2023
    Fractional Head of Growth (SaaS)

    Drove international growth across 7+ countries in MarTech, FinTech, LegalTech, and Web3 startups.

  4. 2013 | 2020
    Full-Stack Developer (Freelance)

    Delivered projects in Python, C Language, Java, Node.js, React.js, Vue.js, Angular.js, PHP Laravel, Android Studio, and React Native.

“Systems over opinions. Design over chance.”

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