Software & DevOps Engineer.I build robust backend systems, automate CI/CD pipelines, and run cloud infrastructure that ships without drama. I care about simplicity, observability, and making the predictable boring.
Finding the highlight moments in long-form video is slow, manual work — scrubbing timelines and guessing what will land.
A TypeScript CLI pulls the transcript, chunks it, and scores every segment with an LLM. A Svelte web app drives the same pipeline — paste a URL, watch the ranked segments appear, and cut clips with ffmpeg in one click.
Cloud voice assistants trade your privacy for convenience, and the network round-trip adds latency you can feel.
Integrated the Kokoro-82M TTS model with an async FastAPI backend and a React frontend. An MCP router orchestrates local tools so the whole loop — listen, think, speak — stays on-device and fast.
Design patterns drifted between projects and UI work kept restarting from zero — slow, inconsistent, hard to maintain.
Built and published a SvelteKit + Vite component library: buttons, inputs, modals and more, each with motion baked in so consuming apps get consistent feel for free.
Debugging crawled because logs were unstructured — no levels, no context, nothing you could actually query.
Designed and shipped a small, dependency-light logger with custom transports for console, file, and remote sinks. Structured by default, so logs become data instead of noise.
The best system is the one you can hold in your head — and the boring deploy is the good deploy.