What problem does it solve? It removes the guesswork of self-directed learning by turning any topic into a focused 20-hour curriculum built around the Pareto principle, so learners concentrate on the 20% of concepts that drive 80% of results instead of wandering through unfocused tutorials. ## Core Features & Use Cases - Research-driven curriculum: Delegates to a researcher subagent to identify the highest-signal concepts, authoritative resources, and common beginner traps before planning. - Structured 10-session plan: Produces ten two-hour sessions, each with one concrete learning objective, named resources (specific chapters, docs, exercises), and a mandatory 15-minute review block. - Hands-on bias and capstone check: At least half the sessions involve building or solving problems, ending with measurable outcomes the learner should achieve. - Use Case: Ask for a plan to learn Rust, and receive a session-by-session schedule citing exact book chapters and exercises, progressing from ownership basics to a small working project. ## Quick Start Ask the assistant to build a 20-hour learning plan for a topic such as "learn Kubernetes" and it will research the core concepts and return a ten-session study schedule.