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What happens when machines can act in a changing world?

Perception, planning, contact and the distance between a simulation and reliable physical work.

These are editorial connections, not a chain of causation or a shared score of progress.

Plans meet the world.

Put an obstacle in the path. Discover how a computed planner responds in an explicitly labeled simulation.

Try · The planning workbench

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The evidence so far

DISCOVERY

A care robot is trained before it helps.

NVIDIA reports that Japan's Moonshot research program uses simulation and NVIDIA hardware in AIREC elder-care robot research.

Source published 2026-01-08 · Experimental
DISCOVERY

Lasers matched the herbicides.

A machine drives a vegetable field, photographs every plant, decides which are weeds, and burns them with short laser pulses. In 2024 field trials in New Jersey and New York, it controlled weeds as well as or better than the standard herbicide programme.

Source published 2025-06-24 · Deployed
DISCOVERY

A warehouse inventory check that rolls itself.

GXO reported the successful completion of a pilot at its Oosterhout warehouse in the Netherlands, where a Dexory robot autonomously scanned inventory and produced real-time digital inventory models.

Source published 2025-03-03 · Demonstrated
DISCOVERY

A boat that notices what it collects.

Clearbot uses electric boats and computer vision for waterway waste collection, as described in NVIDIA’s field report.

Source published 2024-10-17 · Deployed
DISCOVERY

A warehouse robot that knows when to stop squeezing.

Amazon describes Vulcan, a fulfillment-center robot that combines vision with force-feedback sensors to pick and stow items in crowded inventory bins and hand difficult cases to a person.

Source published date unknown · Deployed

More to follow

Short source reports on announced work, early results and emerging uses.

SIGNAL · SOURCE REPORT

A factory robot learns a less predictable task.

This is a more concrete 2026 factory-floor follow-up than a lab demo: it tests whether a newer robot can handle less uniform material-flow work inside an operating manufacturing setting.

F.03 Arrives at BMW · published 2026-06-30Captured 2026-09-07 · a lead, not a verified achievement.
EXPERIENCE

A machine meets a changing world

Choose a goal, solve an illustrative inverse-kinematics problem, inspect bounded collision-aware replanning and run the computed motion.

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