Software engineer.
Simple and Relevant.

Challenge — Shared UI and types drifted out of sync across the builder and landowner apps as the monorepo grew.

Solution — Introduced a shared internal package with Turborepo's build cache and pipeline scoping, so changes propagate to every app on the next build without manual copying.

Challenge — Convex's real-time subscriptions caused unnecessary re-renders on large landowner dashboards.

Solution — Scoped queries down to the exact fields each view needed and memoized derived state, cutting re-renders significantly.

Challenge — Webhook bursts from upstream product feeds occasionally arrived out of order, corrupting inventory state.

Solution — Added Hookdeck-backed queuing with per-product ordering keys and idempotent upserts, restoring consistent state under load.

Challenge — Cold-start latency on the AWS inference containers made recommendations feel sluggish on first request.

Solution — Kept a small warm pool alive with scheduled pings and moved embedding lookups to Qdrant so only the final ranking hit the container.