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Real client work across content strategy, AI pipelines, and creative technology.
10,000+ Students Reached
From learning objectives to full lessons at scale
Atomized Learning had built one of the world's largest repositories of granular learning objectives, but they were always sending users outside their platform to external sites for the actual learning content. They had the roadmap but no destination.
I built a multi-agent pipeline that could take those granularized learning objectives and map them into full lesson content, including examples, definitions, lesson plans, and assessments. Separating the process into specialist agents rather than using a generalist AI was far more effective.
Two layers of AI QA were followed by human QA from real teachers. The teacher feedback helped us iterate on prompts for the earlier parts of the workflow, so the system got better over time. Deployed to over 10,000 students last fall.