Built and deployed document extraction or document understanding systems that achieved measurable accuracy improvements in production environments.
Designed evaluation frameworks and datasets that enabled rigorous, repeatable measurement of model or pipeline performance.
Delivered data processing or transformation systems that were scalable, observable, and maintainable under real-world load.
Taken end-to-end ownership of complex AI features, from problem framing and experimentation through to production rollout and monitoring.
Collaborated across engineering, product, and customer-facing teams to ship solutions that solved real user problems rather than isolated research challenges.
Raised technical standards within your team by improving experimentation practices, documentation, or review processes beyond what was originally expected.