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I build backend and AI systems, then keep testing their assumptions until I understand how they actually behave under failure and scale.
Selected work
Document Q&A with hybrid retrieval, reranking, and exact-page citations.
Local-first · 57K documents · 414 tests
Lead delivery with DLQ, replay, deduplication, and a complete audit trail.
Interactive demo · Reliability backend