Platform Architecture Under Constraint

I design and evolve digital platforms that operate under real-world constraint.

My background spans regulated insurance systems serving millions of customers and generating over $200M in annual premium, as well as venture-backed SaaS products built from first principles. Across both environments, the constant has been the same: reliability, explicit contracts, and economic discipline determine whether systems scale safely.

I focus on architecture as a long-term governance problem, not just a technical one.

Regulated Platform Experience

At Policy Expert, I owned the end-to-end architecture of a cloud-native insurance platform built around API-driven services and event-based workflows.

The system supported:

  • Real-time customer journeys
  • Partner integrations
  • Strong security and compliance guarantees
  • Continuous digital modernization without service disruption

Architecture decisions were evaluated against operational risk, regulatory constraint, and long-term maintainability. Scale was contractual, not aspirational.

Founder & Rapid System Design

At Flowstate, I designed and delivered a modern cloud-based business process modelling platform using Svelte, TypeScript, Python, CI/CD, and NLP.

The platform was built under tight constraints and validated through direct product use. The experience reinforced a practical lesson: speed compounds when system boundaries are clear. It degrades when governance is implicit.

Current Focus: Delivery Under Automation

Software delivery is shifting.

As code generation accelerates, the bottleneck moves from writing to validation.
As automation increases, governance must become more explicit.

My current work involves small-scale architectural experiments exploring:

  • Trust-shifted CI/CD patterns for agent-assisted changes
  • Risk scoring tied to change classification
  • Token cost visibility inside delivery workflows
  • Control layers for partially automated systems

These are exploratory builds intended to test architectural patterns and trade-offs, not large-scale production deployments.

Writing & Public Work

This site functions as a working notebook.

I publish architecture experiments, design notes, and reflections on how incentives, cost structures, and governance models evolve as automation increases.

If you are building or modernizing a complex platform and want to discuss system design, delivery governance, or long-term platform evolution, you can reach me via LinkedIn.