B2B software company
2025 to present
Product engineer
I build customer-facing features, improve the platform and create internal engineering tools. The work includes frontend, backend and infrastructure.
Structured-document change review
I designed and built a change-review experience for structured documents.
Semantic search and indexing
I designed the architecture for semantic search over structured customer documentation using Amazon Bedrock Knowledge Bases and took responsibility for its final delivery. I built the metadata-rich indexing path, kept the index in sync as documents and visibility changed, and returned the strongest matching excerpt and score with each result. I then added MCP and assistant tools; the search significantly reduced the number of calls LLMs needed to find relevant content.
Taking an MCP server into production
I took an existing Model Context Protocol server into production as a hosted AWS service. I designed the AWS Lambda/CDK architecture, kept the local package working and set up a candidate stage that could be promoted to production with monitoring and rollback. After the first candidate deployment failed, I repaired the release path and then promoted it to production.