How I can help.

I build the whole system: the API, the database schema and its migrations, the frontend, and the pipeline that deploys it.

I care about the parts that decide whether software survives contact with production — migrations that actually run, health checks that mean something, and constraints enforced by the database rather than hoped for in the application.

AI is worth adding when it does something the alternative can't — and worth instrumenting when it does.

That has meant a multi-provider gateway with per-role quotas and PII filtering, a GAN-based simulator for research where real data is legally out of reach, and a biometric model small enough to run offline on a phone.

Where a model makes a decision about a person, I build in the ability to explain why.

Flutter clients on top of the same backends I build — so the mobile app isn't a separate system with its own drift, it's another consumer of an API that already has a contract.