Advanced Embodied
Physical AI Roadmap
A practical roadmap to real-world embodied AI/AGI — from fundamentals to advanced robotics and lifelong learning.
Advanced Roadmap – Level Up
Once you have the basics, move into deeper embodied intelligence topics and real-world robotic learning systems.
| Step | Topic | Key Concepts | Hands-on Projects | Best Free Resources |
|---|---|---|---|---|
| 5 | Advanced Perception & Sensing | Multimodal sensing, affordances, active vision, and haptics | Build perception pipelines combining computer vision and tactile sensing | OpenCV Advanced Tutorials |
| 6 | Control & Actuation | Closed-loop control, predictive processing, and morphological computation | Implement dynamic balance, locomotion, and dexterous manipulation | MuJoCo Tutorials |
| 7 | Embodied Learning & AGI | Reinforcement learning in robotics, world models, symbol grounding, and developmental approaches | Train reinforcement learning policies in simulation and attempt sim-to-real transfer | Stable Baselines3 Toward Embodied AGI Paper |
This roadmap links to third-party websites.