RGB Vision, Warehouse Swarms, and the Infrastructure Behind Scaling Robots
Research
HEAPGrasp Hits 96% Grasp Success on Transparent and Reflective Objects Using Only RGB
Tokyo University of Science's HEAPGrasp uses silhouette-based 3D reconstruction with a single RGB camera, cutting camera movement by 52% and execution time by 19%. This is a direct unlock for logistics and food handling where glass and shiny metal parts have been a consistent automation bottleneck.
Sharpa's MoDE-VLA Framework Achieves 73% Apple Peel Completion with Dexterous AI Hands
Sharpa's modular AI approach activates specialized expert models for contact detection and force control separately, which is a smarter architecture than single-model systems for contact-rich tasks. A 73% completion rate on apple peeling is a meaningful signal that dexterous manipulation is crossing from lab demo to deployable capability.
Product Launch
Toyota Launches Swarm Automation Transport for Warehouse Pallet Handling
Toyota's new Swarm system pairs its SAI125CB automated stacker with T-ONE software to coordinate mixed fleets across pallet transport, stacking, and replenishment. The hybrid manual-plus-automated setup lowers the barrier for incremental warehouse automation without a full rip-and-replace.
Tools
AGIBOT Ships Genie Sim 3.0 to Unify Simulation, Data Generation, and Benchmarking for Embodied AI
Genie Sim 3.0 generates interactive 3D training environments from text or image inputs and outputs synchronized visual, depth, and LiDAR data in a single pipeline. Consolidating sim, training, and evaluation into one stack is exactly the kind of infrastructure move that compresses the sim-to-real gap at scale.
Analysis
Chinese manufacturers drove 85% of 2025 shipments while Western players hold the software and AI edge, setting up a fragmented but fast-moving market. The real story is that enterprise demand is now the primary growth driver, not pilots or experiments.
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