Manifold: Directing AI agents to transform expertise to learning

Manifold is an agentic AI platform that transforms an instructor’s existing lecture recordings into personalized, mastery-based courses. The platform coordinates specialized AI agents to transcribe videos, organize topics, map concept prerequisites, extract relevant clips, generate assessments, and create targeted remediation paths. Instead of giving every learner the same linear experience, Manifold adapts the learning journey based on each learner’s answers, confidence, misconceptions, and mastery progress. The instructor remains in control through a consistent human-in-the-loop workflow. Every AI-generated, learner-facing artifact can be accepted, edited, or dismissed before publication. By combining agentic automation with human expertise, Manifold enables one educator to create, operate, and continuously improve an adaptive learning platform that would traditionally require instructional designers, video editors, assessment writers, analysts, and technical staff.