How I Think

My background blends Industrial Engineering systems thinking with hands-on Azure/.NET architecture and leadership ownership. I focus on environments where failure is expensive and systems must be designed for durability

  • Platform Ownership 
  • Reliability 
  • Security
  • Governance
  • AI Augmentation 
  • Digital Twins

Focus Areas

The work I take on is where architecture, reliability, and business outcomes must align.

Selected Work

Curated highlights—focused on platform ownership and real business outcomes.

BixGate

Founder · Architect

Enterprise-grade financial and transactional platform designed for security, scalability, and auditability. Roadmap includes AI-driven governance, risk monitoring, and fraud/anomaly detection.

  • Azure & .NET platform architecture
  • Operational governance & auditability
  • AI-driven risk & anomaly monitoring (in progress)

Enterprise & AI Platforms

Developer · Designer

AI-enabled applications delivering automated, personalized outputs and decision workflows. Includes Azure AI Foundry integration and digital twin patterns for operational visibility.

  • AI workflow design & integration
  • Governance-oriented architecture patterns
  • Digital twin integration

*Some work is described at a high level due to privacy and client confidentiality.

Writing

Short, practical perspectives on architecture, governance, and AI in real systems.

AI Governance Without Hype

Where AI fits in enterprise systems, how to control risk, and why reliability matters more than demos.
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Designing for Failure Modes

Patterns that keep platforms stable under pressure: observability, guardrails, and operational resilience.
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Digital Twins as an Operating Model

How digital twins can improve visibility, simulation, and decision workflows across complex operations.
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Let’s Talk

If you’re building or modernizing a platform where scale, governance, and reliability matter, I’m open to strategic conversations.