Approach
Idea to live link
I'm an AI-Native Systems Architect. Give me a workable idea — I drive it to a public URL on real infrastructure. Not a deck. Not a Zap. A system you can open.
VPS deploy. Hot paths in C or Rust.
Production means bare-metal habits: Linux VPS, process managers, tarball or scripted releases, measure under load. Node and Python earn their place on I/O-heavy and extraction paths. When a path must be fast — tight loops, parsing, anything that would otherwise burn the CPU budget — I push that logic toward C or Rust and keep the service boundary clear.
Same rule as the rest of the stack: pick the tool for the load, not for the trend. Details of the four-phase ship habit live on How I work.
AI-native by default
I build with AI agents as the default accelerator — draft, explore, refactor speed. That does not mean the system is ownerless. Architecture, schema, deploy, cost ceilings, security boundaries, and production behavior stay mine. If it ships, I can explain and defend it.
For measured cost and load stories, see Precision under constraint and Engineering notes.