systems architecture
Boundaries, data flows, failure modes — decided before the first commit. We draw the system, then we defend the drawing.
systems architecture · software engineering · applied AI
We design, build, and run software that holds up in production — from first diagram to metal.
alpha v0.1 — two engineers, one forge
Boundaries, data flows, failure modes — decided before the first commit. We draw the system, then we defend the drawing.
Typed, tested, shipped. Boring pipelines, exciting products. Code that the next engineer thanks you for.
Multi-tenant products from zero to production — auth, billing, observability, the unglamorous 80% done right.
RAG, agents, evals. Grounded in your data, measured against reality, zero fabrication tolerated — in the model or the pitch.
own your metal · measure, never assume · ship honest systems
systems · platform · ai
Builds and runs the stack this page is served from — self-hosted Kubernetes, GitOps, RAG systems. gipc.dev ↗
product · strategy
Two decades of building products and businesses. // profile uplink pending