Evaluate trial lessons and grammar exercises for pedagogical quality, score feedback, map insights to core grammar concepts, and use learner data to continuously improve English learning content.

Create high-quality annotated English language training data: disambiguate words/phrases, apply morphosyntactic and semantic tagging, distinguish read-aloud vs. spontaneous speech, write clear grammar explanations, design vocabulary tasks, and shape corpus-informed lesson outlines.

Work with strategic clients to design and implement scalable AI integrations and production-ready workflows, build APIs and data pipelines, debug client environments, lead technical discovery, and drive MLOps and human-in-the-loop deployments to transition AI from proof-of-concept to reliable production.