RobotForge

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

  1. 01

    Humanoid whole-body control and retargeting

    Published

    The 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

  2. 02

    Teleoperation rigs: ALOHA, GELLO, phone-teleop

    Published

    The hardware that generates VLA training data. Build recipes, cost tradeoffs, and open designs from $20 phone-teleop to $20k full-body MoCap.

    ~14 min

  3. 03

    Tactile sensing: GelSight, DIGIT, e-skins

    Published

    The 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

  4. 04

    Production VLA fine-tuning playbook

    Published

    OpenVLA, 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

  5. 05

    Embodied reasoning with LLM agents

    Published

    Long-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

  6. 06

    Safety and certification: ISO 10218, 13482

    Published

    The 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

  7. 07

    Cost-aware BOM engineering

    Published

    Building 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

  8. 08

    Multi-robot coordination and swarms

    Published

    Decentralized control, market-based task allocation, and the patterns for robots that work together. From two-arm assembly to 1000-drone shows.

    ~12 min

  9. 09

    Soft robotics and compliant mechanisms

    Published

    The 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. 10

    Building a robotics portfolio that gets you hired

    Published

    What robotics recruiters actually look for. Which projects carry weight, which don't, and the one demo that beats any resume line.

    ~12 min