Production evidence
3+ years of live operation
Active maintenance agreement
Real customer usage
Demonstrated long-term client trust
This map reflects how I design, build, and reason about systems
3+ years of live operation
Active maintenance agreement
Real customer usage
Demonstrated long-term client trust