Research & Trends

NVIDIA GEAR Lab's ENPiRE uses coding agents (Claude Code, Codex, Kimi) to run real robot experiments autonomously, achieving 99% pass rate on dexterous manipulation.

A humanoid that walks and reaches far needs perception beyond the camera FOV plus active spatial reasoning. Analyzing Omni-Manip and Active Spatial Reasoning — two 2026 humanoid papers.

WholeBodyVLA learns from action-free egocentric video and connects a high-level VLA to a low-level RL controller for whole-body loco-manipulation. Analyzing the ICLR 2026 paper, tested on AgiBot X2.

Three strategies for whole-body manipulation data — teleop, robot-free demos (HuMI), and action-free egocentric video. A cost/quality/throughput comparison and how to choose by budget.

Robot policies and VLAs trained on 2D RGB images hit a hard ceiling. This opening article explains the 5 core limitations of 2D perception and why 3D-aware manipulation is the inevitable next step.

From ordinary RGB cameras and robot state, Robo3R builds metric-scale 3D geometry in real time within the robot frame — no depth sensor, no SLAM, 43 Hz on single view.

Map the real humanoid robot data ownership landscape: AgiBot World 1M+ trajectories vs Open X-Embodiment vs Physical Intelligence's π0 vs LeRobot — who's winning and why it matters strategically.

A comprehensive analysis of Vietnam's robot market in 2026 — from TOSY to foreign robots in FDI factories, from logistics AMRs to manufacturing arms. Opportunities and challenges for engineers and businesses.

RISE uses a compositional world model to improve VLA robot policies with RL in imagination, reducing real-world trials.

How Google DeepMind built a table tennis robot that beats amateur humans using hierarchical RL, LLC-HLC architecture, and zero-shot sim-to-real transfer.

Hands-on guide to AGIBOT WORLD 2026 — the world's largest real-world robot dataset, the GO-1 ViLLA model, installation walkthrough, and the ICRA 2026 challenge.

Force-Adaptive RL expands the manipulation envelope for humanoids — deployed on Unitree H1-2, 73.84% success rate

Complete pipeline from simulation to real robot — grasp, box lift, bimanual handover with automated real-to-sim tuning

Analysis of notable papers on autonomous navigation and manipulation — preparing for IROS 2026 Pittsburgh.

IROS 2026 Pittsburgh — preview workshops, competitions and leading research in navigation and manipulation.

Complete guide to performing risk assessment per ISO 10218 for industrial welding robot cells — from hazard identification to safety measures.

Comprehensive overview of embodied AI — from foundation models, sim-to-real to robot learning at scale with open-source tools.

Analysis of Chinese humanoid robot market — Unitree, UBTECH, Fourier, Agibot and national strategy.

Analysis of notable papers to be presented at RSS 2026 Sydney — sim-to-real transfer and dexterous manipulation breakthroughs.

What to look forward to at RSS 2026 Sydney — workshops, keynotes, and the hottest research directions.

Analysis of accepted papers at ICRA 2026 Vienna — Vision-Language-Action models dominate, sim-to-real matures, 3D perception explodes.

Highlight of 5 notable papers accepted at ICRA 2026 Vienna — from humanoid locomotion to foundation models for manipulation.

Analysis of Vietnam's robotics job market — required skills, salary levels, and detailed learning path for aspiring robotics engineers.

Understand ISO 10218 and ISO/TS 15066 standards to design and deploy industrial robots safely, especially collaborative robots working with humans.