# Brains for Robots — Neurorobotics Studio > Brains for Robots (brainsforrobots.com) is the product home for Neurorobotics Studio, the desktop platform by Neuraville for designing, training, and deploying brain-inspired AI on simulated or physical robots. It targets AI developers, robotics engineers, cognitive neuroscientists, and hobbyists. No robot hardware required. Sign in to use the app; training and inference run locally. ## Product - [Home](https://brainsforrobots.com/): Product landing page for Neurorobotics Studio — hero, persona overview, feature tiles, how-it-works, platform explorer, download, FAQ. - [Download Neurorobotics Studio](https://brainsforrobots.com/nrs/download): Download page for macOS (Apple Silicon and Intel), Windows, and Linux installers. Free Community tier; sign in required. - [Plans & Pricing](https://brainsforrobots.com/pricing): Community (free), Pro, and Team subscription tiers with feature comparison. - [FEAGI](https://brainsforrobots.com/feagi): Overview of FEAGI, the open-source neuromorphic AI engine powering Neurorobotics Studio. - [FEAGI crate architecture](https://brainsforrobots.com/feagi/architecture): Interactive dependency graph of the FEAGI core crate layout. ## Documentation - [FEAGI Documentation](https://brainsforrobots.com/docs/): Full developer documentation hub — three entry points: Brain Builder, SDK Integrations, and Core Contributor. - [Brain Builder guide](https://brainsforrobots.com/docs/brain-builder): How to design, train, and deploy FEAGI brains using the Brain Visualizer and Neurorobotics Studio. - [SDK & Integrations guide](https://brainsforrobots.com/docs/sdk): How to connect hardware or simulators to FEAGI using Python, Rust, Java SDKs, CLI, REST API, or MCP server. - [Contributing guide](https://brainsforrobots.com/docs/contributing): FEAGI internals — NPU architecture, genome pipeline, morphogenetic connectivity, HAL, and how to contribute to feagi-core. - [REST API Reference](https://brainsforrobots.com/feagi/api-docs): Interactive Scalar viewer and full OpenAPI 3.0 spec for the FEAGI HTTP API. ## Platform features Neurorobotics Studio includes the following integrated tools: - Brain Visualizer: real-time 3D connectome inspection of every neuron and synapse. - Embodiment Explorer: browse and connect to 13+ robot and simulator categories. - Brain Hub: discover, download, and share neuromorphic brain architectures (genomes). - FEAGI Trainer: train neural circuits by demonstration using CSV, video, or live sensor data. - Vision Lab: visual perception pipeline — segmentation, object detection, pose estimation, and depth. - ROS Connector: native ROS2 bridge for topic inspection and bidirectional FEAGI integration. - Sensory Generator: stream webcam, screen share, or video file into FEAGI cortical areas. - Hey FEAGI: natural language interface to configure neural models. - Spike Train Generator: custom neuronal stimulation patterns for cortical areas. - Perception Inspector: inspect 2D/3D perception outputs in real time. ## Target audiences - AI Developers: build multi-modal neural architectures for physical AI and on-device inference. - Robotics Engineers: replace rule-based controllers with adaptive neural systems; native ROS2 integration. - Cognitive Neuroscientists: implement cortical circuits, map to brain regions, test against behavioral outcomes in 3D. - Hobbyists and Students: learn by building — no background in AI or robotics required. ## Community and ecosystem - [Embodiment Explorer](https://brainsforrobots.com/embodiments): full catalog of supported robots, simulators, and devices. - [Brain Hub](https://brainsforrobots.com/hub): community genome catalog for neuromorphic brain architectures. - [Blog](https://brainsforrobots.com/blog): FEAGI integration guides, research write-ups, and project showcases. ## Technology Neurorobotics Studio is powered by FEAGI (Framework for Evolutionary Artificial General Intelligence), Neuraville's open-source neuromorphic AI engine modeled on the human brain. FEAGI is available at https://github.com/feagi/feagi. ## Frequently asked questions ### What is FEAGI? FEAGI (Framework for Evolutionary Artificial General Intelligence) is Neuraville's open-source, biologically inspired neural engine for embodied AI and robotics. It powers perception, cognition, and control through event-driven spiking neural circuits in a real-time closed loop, with composable brain architectures deployable from microcontrollers to powerful DGX servers in the cloud. FEAGI is the engine behind Neurorobotics Studio and is also available directly via Python, Rust, and Java SDKs under the Apache 2.0 license at github.com/feagi. ### How does FEAGI differ from traditional deep learning frameworks? Unlike standard deep learning, and unlike PyTorch-based SNN libraries such as SNNTorch and SpikingJelly that still depend on surrogate gradient descent, Neurorobotics Studio uses gradient-free, biologically grounded computation. The genome defines the brain's structure as a composable blueprint. When instantiated, it produces a connectome where learning happens through local spike-timing rules (STDP) with no global error signal or backpropagation pass. Like biological brains, a connectome can be shaped through a structured pre-training phase and also continues to adapt in real time while running on a physical or simulated body. ### What is Neurorobotics Studio? Neurorobotics Studio is the desktop platform for designing, training, and deploying adaptive AI on simulated or physical robots. It provides a visual workspace powered by FEAGI, Neuraville's open-source brain-inspired AI engine, allowing users to build neural architectures that learn and adapt on-device without writing code. ### Who is Neurorobotics Studio designed for? Neurorobotics Studio is designed for four primary groups: AI developers building multi-modal architectures for physical AI and embodied intelligence; robotics engineers who want adaptive cognitive control systems for edge and mobile robots; cognitive neuroscientists who want to implement and test neural circuit hypotheses on simulated embodiments; and hobbyists and students who want to learn AI and robotics by building hands-on projects. ### Does Neurorobotics Studio require a robot or special hardware? No. Neurorobotics Studio includes MuJoCo simulation today, so you can design and train AI models without any physical hardware. Physical robots are optional, not required. ### Can I get started with Neurorobotics Studio without a paid subscription? Yes. Download Neurorobotics Studio and sign in — the Community tier gives you full access to the platform with no subscription required. Training and inference run entirely on your local machine. Pro and Team plans unlock additional collaboration features and enterprise capabilities. ### Does Neurorobotics Studio support ROS2? Yes. Neurorobotics Studio includes a native ROS2 connector with bidirectional FEAGI integration, real-time topic inspection, and message routing with no custom middleware or glue code required. ### Can Neurorobotics Studio be used for neuroscience research? Yes. Cognitive neuroscientists can use Neurorobotics Studio to implement real cortical circuits, map them to anatomical brain regions, and test behavioral hypotheses on simulated embodiments. The 3D Brain Visualizer provides real-time inspection of every neuron and synapse during experiments. ### What simulators does Neurorobotics Studio support? Neurorobotics Studio has deep integration with MuJoCo today. Support for Webots, Godot, and Blender within Neurorobotics Studio is coming soon — FEAGI already supports these simulators at the engine level. ### What operating systems does Neurorobotics Studio support? Neurorobotics Studio is available today for macOS on Apple Silicon (M Series) and Windows. Support for Linux and macOS on Intel is coming soon. ## Legal - [Privacy Policy](https://brainsforrobots.com/legal/privacy-policy) - [Terms of Service](https://brainsforrobots.com/legal/terms-of-service) ## Contact - [Contact](https://brainsforrobots.com/contact) - [Support](https://brainsforrobots.com/contact/support) - [Enterprise inquiry](https://brainsforrobots.com/contact/enterprise-inquiry) ## Technical - [Sitemap](https://brainsforrobots.com/sitemap.xml) - [Robots policy](https://brainsforrobots.com/robots.txt) - Made by Neuraville Inc. — https://neuraville.com