7 days · 1–2 hours a day · built for your phone
From “what is manipulation?” to frontier robot-learning research
History told as a chain of failures, fundamentals you can drag around with your finger, then the 2026 frontier: VLAs, world models, agentic robots, and the systems problems around them.
The week
How each lesson works
- Problem first: what was broken, and why it mattered.
- Picture and play: a widget you can drag before any formula.
- Real footage: short clips of the actual robots.
- Predict, then check: quizzes that explain the answer.
- Explain it back: type 3 sentences, tap “Copy for Claude”, paste into Claude for a tutoring reply.
- Spaced review: 5 minutes of flashcards a day. That’s what makes it stick.
Make it an appOn iPhone: Share → Add to Home Screen. On Android: ⋮ → Install app. Lessons you have opened also work offline.
Progress, answers and notes are stored only in this browser on this device.