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New on arXiv 63RSS 2027 · December 4 deadline

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Understand more. See differently.

Learn to read the numbers and movements of robotics, and take a closer look at the next story.

Editorial selection · source snapshot 23 Oct 2026

A familiar term can still be hard to explain. That small hesitation is a good place to begin.

Two Franka Research 3 arms bend their joints while holding a red ball
Two seven-degree-of-freedom Franka Research 3 arms. Official product photograph.© Franka Robotics (new tab)

ESSAY 01 / Foundations · DOF

What changes when a robot has more joints?

What a joint count leaves out: understand degrees of freedom, workspace and tool orientation through familiar movements.

Start with a drawer and a door

A drawer slides and a door rotates. Their motions look different, but each can be described by one independent value. Degrees of freedom provide a way to count such independent possibilities. Counting visible joints is not always the same exercise: what motion does each permit, and how is it connected to the rest? Begin with a movement before reading the number on a specification sheet.

Position and orientation are different questions

Imagine bringing a cup to a point on a desk. If it lies on its side, the task may still be incomplete. Position asks where; orientation asks which way. A spatial rigid-body pose has three positional and three rotational components, explaining the familiar six-degree-of-freedom description. Actual reach and joint limits still constrain which poses an arm can achieve.

Read the full story · What changes when a robot has more joints?
An exploded view of the GelSight Svelte sensor’s camera, mirror, LEDs and silicone gel
Inside GelSight Svelte: camera, light and gel work together to turn contact into an image.MIT / Courtesy of the researchers (new tab)Image terms (new tab)

ESSAY 02 / Understanding sensing · touch

What a camera sees. What contact reveals.

Finding an object and detecting a slipping grasp require different information. Follow vision, touch and action through one task.

Before and after grasping a cup

Imagine picking up a cup. Before contact, location and approach space matter; afterward, the grip, tilt and possible slip become important. The information changes within one task. Asking which sense is superior can obscure that transition. Divide the action over time and identify the question each stage needs answered.

What vision makes available

A camera can show an object together with its surroundings, helping choose an approach. The hand-object interface may then become hidden. That is a consequence of viewpoint, not a dismissal of vision. Imagine a finger on the far side of a cup: the visible outline and actual contact surface are different information. The next question is how to fill that gap.

Read the full story · What a camera sees. What contact reveals.
An ABB YuMi robot beside an operator at an assembly workstation in Anodica’s Italian factory
ABB YuMi at an assembly workstation at Anodica in Italy. Official ABB press photograph.© ABB (new tab)Image terms (new tab)

ESSAY 03 / Research meets reality · deployment

From one good demonstration to everyday work.

The record worth reading after a successful video: task scope, changing conditions, recovery and the handover to surrounding work.

Widen the frame around a success

A robot lifting and placing a box is easy to understand. The scope depends on what came before and after: who positioned the box, whether detection was included and how the next item arrives. Asking this does not require distrusting the video. It gives the demonstrated success an accurate boundary and identifies the work outside the frame.

A comparison needs a repeatable test

NIST's guidance separates apparatus, procedure and metric in repeatable evaluation. A reader can ask the same three questions: what environment, what sequence and what counted as completion? Reaching a destination and handing over an intact object are different metrics. Shared conditions give a number its comparative meaning.

Read the full story · From one good demonstration to everyday work.