Designed a hybrid lexical+vector retrieval path with re-ranking; reduced hallucinations on long-tail queries.

Built rubric-based offline evals that gated deploys; reduced regression incidents materially.

Rewrote the streaming path in Go, introduced batched prefill, and cut GPU cost-per-token by 28%.