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RoboticsA gentler touchStory 02

A robot thinks about how hard it will push

What changedResearchers at NTU are teaching a robot to estimate the force of a move before making it. Their system, Facet-0, is designed for fitting computer parts together, where a small shove can cause trouble. They have shared the model, training examples and study.

Facet-0 repository preview for force-conditioned computer assembly

The useful part

Why it matters

Anticipating pressure could help robots handle delicate parts with more care.

Keep in mind

Good to know

The work has been tested on the team’s own equipment and still needs independent checks.

Evidence

Primary source

PINE Lab, NTU

Read the complete 6 September 2026 edition