Production evidence
3+ years of continuous operation
Ongoing maintenance contract
Live customer-facing traffic
Incremental improvements delivered over time
This map reflects how I design, build, and reason about systems
3+ years of continuous operation
Ongoing maintenance contract
Live customer-facing traffic
Incremental improvements delivered over time