Most useful where the work needs more than feature delivery — system design with defined failure modes, AI infrastructure that holds when demo conditions disappear, and backend architecture built to last past the first production incident.

Reach out if you're building AI products, guidance or recommendation systems, backend-heavy full-stack applications, or anything where the architecture decision changes what the product can actually guarantee.