qa engineer and fullstack developer. i find the edge cases specs miss, then automate them so the same bug never ships twice. i build products end to end: react to fastapi, models to data pipelines, typed and tested in production.
currently keeping releases boring at cicon ltd and building the frontend base at brik.space. i like my ai load-bearing: real state, strict json, one deterministic write path. if it can't be verified, it doesn't ship.
portfolio ↗ for case studies, certs, and a live image generation playground
~ releases, made boring.