Methodology

Constraint-Driven Design

I design systems starting from constraints: operational requirements, regulatory compliance, team capabilities, budget limitations. Solutions emerge from understanding constraints, not from applying frameworks.

Vertical-Specific Logic

Generic systems fail at domain-specific problems. I focus on understanding the actual workflows, business rules, and edge cases specific to each industry. This means building custom logic, not configuring generic platforms.

Local-First When Necessary

For retail and operational systems, offline-first architecture is not optional. Network failures are regular occurrences, not edge cases. Systems must work locally and sync intelligently.

Pragmatic Technology Choices

Technology selection follows team capability and operational requirements, not trends. Boring, well-understood technology usually wins over novel approaches. New technology is adopted only when it solves a problem that existing tools cannot.

Iterative Implementation

Complex systems are built incrementally. Early versions prioritize learning over completeness. Architecture decisions are revisited as real usage patterns emerge.

Quality Through Simplicity

Reliability comes from simple, well-understood components, not from sophisticated abstraction layers. When systems fail, they should fail in obvious, debuggable ways.