Inside the state of warehouse automation

The Robot Report Podcast · 8 Dec 2023 · 1h 41m

AI in practice: 3 real uses of AI described

What this episode covers

John Santagate, Vice President of Robotics at Körber Supply Chain, discusses the integration of mobile robots in warehouses, highlighting the shift toward serving SMBs and the emerging viability of autonomous forklifts and humanoids like Agility Robotics' Digit. Peter Chen, Co-Founder and CEO of Covariant, explains their robotics foundation model approach, detailing how they leverage data from customers like Autogroup to improve AI performance and offer a simplified 'Covariant One' as-a-service pricing model. The episode covers the strategic decisions behind partnering with vendors like Locust Robotics and KUKA, and the economic arguments for Robotics as a Service (RAS) over traditional Capex models in warehouse automation.

AI in practice

Where this conversation describes AI being used to build or deliver a product. Part of the AI in practice tracker.

Engineering & simulationCovariant Foundation Model

Covariant uses a single AI foundation model trained on data from multiple customers and use cases to improve picking performance and generalization across different robot hardware.

“We have set out to build the robotics foundation model, like essentially, think of it as a single brain that can be fitted on different kinds of robot hardware that can be picking, handling different kinds of items. And it's a single brain that power all these different use cases, these different hardwares, these customers.”

Peter Chen · Hear it at 1:01:32

Engineering & simulationCovariant

Covariant leverages a flywheel where production data from deployed robots is used to train larger models with stronger emergence capabilities, allowing the system to tackle more customer problems at higher performance rates.

“That way more data allow us to train larger model that have stronger emergence capabilities that then allow us to tackle more customer problems at a higher rate of performance. that they're expecting.”

Peter Chen · Hear it at 1:09:23

Engineering & simulationCovariant

Covariant uses simulation as a critical pillar in its development stack to generate combinatorial data and test conditions that are difficult to replicate in the real world, complementing real-world data collection.

“there's so much value you can get from simulations, um, in terms of ease of testing, in terms of ability to generate combinatorial amount of data that satisfy like the kind of conditions that you want, you have to use simulation…”

Peter Chen · Hear it at 1:35:33

Mentioned

Companies
Agility Robotics, GXO, Spanx, Körber Supply Chain, Locust Robotics, Geek Plus, Fetch, Balyo, DHL, Amazon, Boston Dynamics, Covariant, Open AI, Autogroup, KUKA, ABB, Knap
Products
Digit, Atlas, Covariant One
Also
Peter Chen

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