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Physical AI — the path to a beautiful tomorrow.

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The Replicant Truth

THE REPLICANT TRUTHA NEWSPAPER ABOUT PHYSICAL ARTIFICIAL INTELLIGENCE

Breukelen (Netherlands)

Forecast · 2026-10-30 · CET

MORNING · 09:00

6.6°

Fog

Wind: NE 0.8 m/s · 0%

MIDDAY · 12:00

11.2°

Clear

Wind: NE 1.4 m/s · 0%

EVENING · 18:00

9.6°

Cloudy

Wind: NE 2.6 m/s · 0%

Daily: 4.9–13.5 °C
Precipitation probability: 0%

All we can do is learn to be human while the rain falls.

Issue № 2 ·

rev. 6 · Archive

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Concepts & terms

Issue glossary

The key ideas in this issue, explained briefly.

VLA
Vision-Language-Action model: maps visual observations and language instructions to robot actions.
Action chunk
A short sequence of future motor commands predicted in one policy invocation.
Flow matching
A generative learning method that transforms a source distribution into action trajectories.
UMI
Universal Manipulation Interface: a handheld interface for collecting demonstrations without a robot.
SLAM
Simultaneous Localization and Mapping: estimating pose while building an environment map.
Affordance
An object property describing which interactions are physically possible.
Proprioception
Internal robot state sensing, including joint positions and velocities.
Sim-to-real
Transferring a controller learned in simulation to physical hardware.
TCO
Total Cost of Ownership: acquisition, operations, maintenance and downtime costs.