Technology

The Race for General Physical AI

https://player.vimeo.com/progressive_redirect/playback/1071025943/rendition/1080p/file.mp4?loc=external&signature=bec1e5729f4cda0254198a261437bad9d15d208da1ebcf44463008f72f95e1de
Technology

The Race for General Physical AI

RIVR is advancing General Physical AI to enable millions of robots to navigate cities and interact alongside humans—powered by cutting-edge hardware and intelligent software.
RIVR’s reinforcement and supervised learning trains artificial neural networks for real-world, on-the-edge decision-making—making it the first solution that moves beyond the street to complete deliveries right at the doorstep.
https://player.vimeo.com/progressive_redirect/playback/1070050656/rendition/1080p/file.mp4?loc=external&signature=56c9c70140f1181e441e50f4eebdd1adbc30fce246a56d1e6d0ba72f6b7083ed
Reinforcement Learning with Simulated Data
Our trial-and-error learning approach uses simulated data and parallel GPU simulations to train legged robots efficiently. Overcoming sim-to-real challenges, we’ve developed proprietary learning algorithms and game-like training worlds that closely mimic reality. This enables our robots to master mobility, manipulation, and autonomy tasks in just days.
Supervised Learning with Real-World Data
We leverage real-world data, similar to autonomous driving, to enhance our robots' ability to interpret complex scenes from camera images. By collecting expert data through remote intervention, we train them to navigate and respond autonomously.
Reinforcement Learning with Simulated Data
Our trial-and-error learning approach uses simulated data and parallel GPU simulations to train legged robots efficiently. Overcoming sim-to-real challenges, we’ve developed proprietary learning algorithms and game-like training worlds that closely mimic reality. This enables our robots to master mobility, manipulation, and autonomy tasks in just days.
Supervised Learning with Real-World Data
We leverage real-world data, similar to autonomous driving, to enhance our robots' ability to interpret complex scenes from camera images. By collecting expert data through remote intervention, we train them to navigate and respond autonomously.

Data Flywheel

Every deployed delivery robot contributes valuable data to our General Physical AI. Remote exception handling provides expert insights, continuously expanding our dataset and enhancing intelligence with each new deployment.
01

Better Autonomy

Fewer remote interventions and larger operational domain
02

More operating robots

The robot fleet grows without increasing operational overhead
03

More data

Data not available in simulation can be gathered in the real world
04

Better Physical AI

Supervised and imitation learning from real-world data

Embodiment

While Physical AI is not tied to a specific form, RIVR’s wheeled-legged robot combines the best of both worlds for optimal urban mobility.

Efficiency of wheels

5x the battery life and speed, with 10x the coverage of traditional legged robots.

Versatility of legs

Climbing stairs and overcoming obstacles with ease.

Hardware

Built for reliability, RIVR ONE features precision engineering, robust safety mechanisms, and adaptive mobility to navigate complex urban landscapes.

Hardware

Built for reliability, RIVR ONE features precision engineering, robust safety mechanisms, and adaptive mobility to navigate complex urban landscapes.

Wheels

Enable energy-efficient movement for long-range travel on smooth surfaces.

Legs

Allow the robot to climb stairs, step over curbs, and navigate uneven terrain with ease.

Sensors

Equipped with cameras, LiDAR, and advanced perception systems to detect obstacles, recognize environments, and ensure safe navigation.

Robotic Arm

Adds dexterity for opening gates or placing deliveries at the door step.

Delivery Box

Secure storage for multiple parcels, groceries, and food, ensuring items arrive in perfect condition.

Torso

The central structure houses powerful onboard computing and AI.

Global Operations Software

Our robust cloud infrastructure powers global operations, ensuring seamless deliveries with advanced Physical AI. If a robot ever needs assistance, our 24/7 remote support team steps in instantly to troubleshoot without delays.

Continuous Improvement

Every delivery enhances robot performance through

24/7 Remote Assistance

Our robotic call center monitors and supports your fleet around the clock.

Flexible Cloud Infrastructure

Hosted on our servers or yours, seamlessly connecting to your robot fleet.

Custom Integration

No setup required and we handle everything from API integration to hardware modifications as needed.