Track 13
Frontiers
The topics most curricula ignore — and that separate a serious roboticist in 2026. Teleop rigs, VLA fine-tuning, humanoid whole-body, tactile, safety, cost engineering, and careers.
10 published · 0 planned · 10 lessons total
- 01→
Humanoid whole-body control and retargeting
PublishedThe frontier of bipedal motion: balancing, retargeting human motion-capture data, and the production stacks running on Optimus, NEO, G1, and Atlas in 2026.
~16 min
- 02→
Teleoperation rigs: ALOHA, GELLO, phone-teleop
PublishedThe hardware that generates VLA training data. Build recipes, cost tradeoffs, and open designs from $20 phone-teleop to $20k full-body MoCap.
~14 min
- 03→
Tactile sensing: GelSight, DIGIT, e-skins
PublishedThe sensors finally giving robots touch — and the perception pipelines that consume them. From a $300 fingertip to whole-body e-skins, the modality that's becoming mandatory for dexterous manipulation.
~13 min
- 04→
Production VLA fine-tuning playbook
PublishedOpenVLA, π0, GR00T — collect 200 demonstrations, LoRA-fine-tune, deploy. The end-to-end pipeline that goes from teleop rig to working policy on your specific arm in a weekend.
~18 min
- 05→
Embodied reasoning with LLM agents
PublishedLong-horizon task decomposition, tool use, error recovery — the layer above motion, powered by an LLM. SayCan, Code-as-Policies, VoxPoser, and the modern stacks combining reasoning with classical control.
~14 min
- 06→
Safety and certification: ISO 10218, 13482
PublishedThe standards that separate a lab demo from a deployed product. What each requires, how to prepare, and the practical roadmap for taking a robot from prototype to certified.
~12 min
- 07→
Cost-aware BOM engineering
PublishedBuilding a capable robot for $X. Sourcing, the 80/20 of part selection, and the pricing tricks wholesalers hide. The unsexy skill that separates working hardware from PowerPoint.
~12 min
- 08→
Multi-robot coordination and swarms
PublishedDecentralized control, market-based task allocation, and the patterns for robots that work together. From two-arm assembly to 1000-drone shows.
~12 min
- 09→
Soft robotics and compliant mechanisms
PublishedThe rigid-robot assumptions that fail in soft systems, and the design tools that don't. The field where everything you learned about kinematics, control, and modeling needs adaptation.
~12 min
- 10→
Building a robotics portfolio that gets you hired
PublishedWhat robotics recruiters actually look for. Which projects carry weight, which don't, and the one demo that beats any resume line.
~12 min