Raspberry Pi 5 Constraint-Aware Robot Planner Kit — Guaranteed Safe Exploration for Real-World RL Training

Every part needed, pre-tested for compatibility, with an AI build companion trained on this exact project. Shipped from Bengaluru in 3-5 days.

You’ll assemble a differential-drive rover that trains itself to navigate unknown environments while Control Barrier Functions (CBFs) on the Raspberry Pi 5 mathematically guarantee it never collides or exceeds safe velocity limits. This isn’t simulation — it’s a real robot exploring safely in your lab, dorm room, or engineering project space, directly interfacing the latest in safety-critical AI.

What You'll Build

A fully autonomous mobile robot that runs reinforcement learning algorithms live on the Pi 5. The CBF layer intercepts any unsafe action proposed by the RL policy and projects it onto a safe set defined by sensor readings from the MPU9250 IMU and motor encoders. The result is a platform that learns to reach goals efficiently without ever damaging itself, making it ideal for real-world robotics R&D or Smart India Hackathon demos where hardware must survive repeated runs.

What You'll Learn

• Implement a real-time Control Barrier Function in Python that monitors IMU acceleration and proximity to walls
• Interface a high-speed NVMe SSD via M.2 HAT+ to log tens of thousands of safe RL episodes without bottlenecks
• Design a dual-channel motor driver feedback loop that respects CBF torque constraints at 100 Hz
• Deploy a fully trained RL policy on the Pi 5 that runs alongside the safety shield — no separate safety controller needed

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

B.Tech ECE/EEE students at IITs, NITs, VIT, BITS Pilani, or any Indian engineering college who are taking up reinforcement learning for robotics coursework. It’s also a perfect base for Smart India Hackathon hardware tracks where safe navigation is non-negotiable. Early-stage Robotics M.Tech researchers who need a compact, reproducible testbed for provably safe learning algorithms will find the Pi 5’s compute and the NVMe storage more than adequate for publishable experiments.

Built and Backed by Compoden

Every Compoden kit ships with an AI build companion trained on this exact project — accessible via a QR code on the box, with WhatsApp and email backup. We've spent 10 years building projects for makers, schools, and institutions across India. If a part fails because of a manufacturing defect, replace it free within 7 days.