Producer (AI Tooling)

Scale the depth around each lesson—from a clear plan to a robust layer of practice and guidance—so learners get the reps and clarity they need, and generative systems stay grounded in golden examples of great pedagogy. This role exists to save the world from AI slop. You will be joining a passionate and experienced team of entrepreneurial-minded people who are working to make a meaningful impact on the world. Lead the planning, outlining, and generation of the depth associated with each learning node, from hand-selected golden examples to AI generation at scale. Design clear, approachable content that meet high quality bars for clarity, difficulty ramp, voice, and bingeability — then hold the AI to those bars. Design and monitor evals that keep “almost right” from shipping; monitor drift and regressions and course-correct quickly. Use data and learner feedback to prioritize coverage, tune difficulty, and address confusion clusters; iterate quickly to improve outcomes. Prototype pragmatic tooling that speeds up high-quality depth creation and bulk edits to prove value before Engineering hardens them. Document playbooks so other producers can run these flows and hit the same quality bar. Partner with Product, Design, and Engineering to influence the representations and interfaces that make interactive content reliable and LLM-operable. Frequently ask: How does this impact our learners?