Sereact runs a live robot learning pipeline on the Nebius Physical AI Workbench, initially for robots replenishing store shelves. The workflow connects real robot episodes with simulation, augmentation, policy training and evaluation before a real-world robot test. AI agents assemble and operate the pipeline using NVIDIA Isaac, Cosmos and Cosmos Data Factory.
Video and kinematics land in Nebius object storage. The pipeline generates 10,000 environment variants, trains policies on 8,000 environments and evaluates them on 2,000 held-out environments. Failed evaluations trigger targeted augmentation, retraining and another evaluation. Nebius supplies RTX-class GPUs for simulation and augmentation and Blackwell GPUs for training in EU data centers. The announcement describes broader scenario coverage and a shorter learning loop as the partnership's aims.
Sereact also announced a Cortex training loop for Zalando returns handling at selected CEVA Logistics fulfillment centers. Returns-station episodes enter Nebius object storage. Isaac Lab and Cosmos generate variants across garment states, packaging, materials and lighting to post-train Cortex on Blackwell GPUs. An AI agent operates the loop and previews GPU cost before each run. Sereact engineers set goals and approve runs above a set cost limit. Sereact says tested policy updates can return within days, compared with weeks previously.
Sereact and Nebius Partner to Accelerate the Learning Loop for Enterprise Robots, powered by NVIDIA
Published 21 Oct 2026 · Sereact · Web page
Sereact announces a live learning pipeline on Nebius Physical AI Workbench for store-replenishment robots. The workflow uses Nebius object storage and EU-hosted GPUs for simulation, data augmentation, policy training and evaluation. Failed evaluations trigger targeted augmentation and retraining.
Sereact and Nebius Partner to Accelerate the Learning Loop for Enterprise Robots, powered by NVIDIAPublished 21 Oct 2026 · Sereact · Web pageSereact announces a live learning pipeline on Nebius Physical AI Workbench for store-replenishment robots. The workflow uses Nebius object storage and EU-hosted GPUs for simulation, data augmentation, policy training and evaluation. Failed evaluations trigger targeted augmentation and retraining.
Sereact, NVIDIA, Nebius, CEVA Logistics and Zalando Close the Training Loop for Robotic Returns Handling
Published 21 Oct 2026 · sereact.ai · Web page
Sereact announces a Cortex training loop on Nebius Physical AI Workbench for Zalando returns handling at selected CEVA Logistics fulfillment centers. Robot episodes enter Nebius object storage, Isaac Lab and Cosmos generate variants, and Blackwell GPUs post-train Cortex. An AI agent operates evaluation gates and targeted retraining. Sereact engineers approve runs above a set cost limit.
Sereact, NVIDIA, Nebius, CEVA Logistics and Zalando Close the Training Loop for Robotic Returns HandlingPublished 21 Oct 2026 · sereact.ai · Web pageSereact announces a Cortex training loop on Nebius Physical AI Workbench for Zalando returns handling at selected CEVA Logistics fulfillment centers. Robot episodes enter Nebius object storage, Isaac Lab and Cosmos generate variants, and Blackwell GPUs post-train Cortex. An AI agent operates evaluation gates and targeted retraining. Sereact engineers approve runs above a set cost limit.
Sereact develops AI software that helps industrial robots perceive, grasp and handle objects in warehouses and manufacturing facilities. Operated by Stuttgart-based Sereact GmbH, it serves retailers, logistics providers and manufacturers. Its Cortex technology powers single-arm picking cells, dual-arm returns stations and humanoid robots. Its products cover picking and placing, automated sorting and returns handling, while Sereact Lens provides 3D perception for inventory and quality checks. Customers include Daimler Truck, Mercedes-Benz, Active Ants and Austrian Post.
Sereact partners with Teradyne Robotics to scale industrial AI automation
Sereact and Teradyne Robotics announced a partnership combining Cortex with Universal Robots arms for retail, logistics and manufacturing. The companies say they have already shipped hundreds of robots in dual-arm systems to European customer sites.
Sereact announces robot training collaboration for Zalando returns
Sereact, NVIDIA, Nebius, CEVA Logistics and Zalando announced a closed training loop for Cortex. The initial deployment uses returns-handling data from selected CEVA facilities to simulate scenarios, train policies and validate updates before robot testing.
Sereact and Nebius announce robot learning partnership
Sereact will run its robot learning workflow on the Nebius Physical AI Workbench using NVIDIA simulation and training technologies. The first joint pipeline is live for robots replenishing store shelves.
Sereact develops physical AI and software for industrial robots in warehouses and manufacturing. · Robotics
How they use Nebius AI Cloud
Sereact runs a live robot learning pipeline on the Nebius Physical AI Workbench, initially for robots replenishing store shelves. The workflow connects real robot episodes with simulation, augmentation, policy training and evaluation before a real-world robot test. AI agents assemble and operate the pipeline using NVIDIA Isaac, Cosmos and Cosmos Data Factory.
Video and kinematics land in Nebius object storage. The pipeline generates 10,000 environment variants, trains policies on 8,000 environments and evaluates them on 2,000 held-out environments. Failed evaluations trigger targeted augmentation, retraining and another evaluation. Nebius supplies RTX-class GPUs for simulation and augmentation and Blackwell GPUs for training in EU data centers. The announcement describes broader scenario coverage and a shorter learning loop as the partnership's aims.
Sereact also announced a Cortex training loop for Zalando returns handling at selected CEVA Logistics fulfillment centers. Returns-station episodes enter Nebius object storage. Isaac Lab and Cosmos generate variants across garment states, packaging, materials and lighting to post-train Cortex on Blackwell GPUs. An AI agent operates the loop and previews GPU cost before each run. Sereact engineers set goals and approve runs above a set cost limit. Sereact says tested policy updates can return within days, compared with weeks previously.
Sereact and Nebius Partner to Accelerate the Learning Loop for Enterprise Robots, powered by NVIDIA
Published 21 Oct 2026 · Sereact · Web page
Sereact announces a live learning pipeline on Nebius Physical AI Workbench for store-replenishment robots. The workflow uses Nebius object storage and EU-hosted GPUs for simulation, data augmentation, policy training and evaluation. Failed evaluations trigger targeted augmentation and retraining.
Sereact and Nebius Partner to Accelerate the Learning Loop for Enterprise Robots, powered by NVIDIAPublished 21 Oct 2026 · Sereact · Web pageSereact announces a live learning pipeline on Nebius Physical AI Workbench for store-replenishment robots. The workflow uses Nebius object storage and EU-hosted GPUs for simulation, data augmentation, policy training and evaluation. Failed evaluations trigger targeted augmentation and retraining.
Sereact, NVIDIA, Nebius, CEVA Logistics and Zalando Close the Training Loop for Robotic Returns Handling
Published 21 Oct 2026 · sereact.ai · Web page
Sereact announces a Cortex training loop on Nebius Physical AI Workbench for Zalando returns handling at selected CEVA Logistics fulfillment centers. Robot episodes enter Nebius object storage, Isaac Lab and Cosmos generate variants, and Blackwell GPUs post-train Cortex. An AI agent operates evaluation gates and targeted retraining. Sereact engineers approve runs above a set cost limit.
Sereact, NVIDIA, Nebius, CEVA Logistics and Zalando Close the Training Loop for Robotic Returns HandlingPublished 21 Oct 2026 · sereact.ai · Web pageSereact announces a Cortex training loop on Nebius Physical AI Workbench for Zalando returns handling at selected CEVA Logistics fulfillment centers. Robot episodes enter Nebius object storage, Isaac Lab and Cosmos generate variants, and Blackwell GPUs post-train Cortex. An AI agent operates evaluation gates and targeted retraining. Sereact engineers approve runs above a set cost limit.
Sereact develops AI software that helps industrial robots perceive, grasp and handle objects in warehouses and manufacturing facilities. Operated by Stuttgart-based Sereact GmbH, it serves retailers, logistics providers and manufacturers. Its Cortex technology powers single-arm picking cells, dual-arm returns stations and humanoid robots. Its products cover picking and placing, automated sorting and returns handling, while Sereact Lens provides 3D perception for inventory and quality checks. Customers include Daimler Truck, Mercedes-Benz, Active Ants and Austrian Post.
Sereact partners with Teradyne Robotics to scale industrial AI automation
Sereact and Teradyne Robotics announced a partnership combining Cortex with Universal Robots arms for retail, logistics and manufacturing. The companies say they have already shipped hundreds of robots in dual-arm systems to European customer sites.
Sereact announces robot training collaboration for Zalando returns
Sereact, NVIDIA, Nebius, CEVA Logistics and Zalando announced a closed training loop for Cortex. The initial deployment uses returns-handling data from selected CEVA facilities to simulate scenarios, train policies and validate updates before robot testing.
Sereact and Nebius announce robot learning partnership
Sereact will run its robot learning workflow on the Nebius Physical AI Workbench using NVIDIA simulation and training technologies. The first joint pipeline is live for robots replenishing store shelves.