Berkeley researchers’ robotic hand drops fewer objects with a software safeguard
Technology · Thursday, November 5, 2026 · 8 sources

Berkeley researchers’ robotic hand drops fewer objects with a software safeguard

Ian Chuang and colleagues at the University of California, Berkeley and Davis trained a 16-joint robotic hand in simulation to rotate and reposition objects between its fingers. In tests, a separate safety system cut drops from 16 to four across 1,200 movement sequences, while reducing the hand’s target success rate from 95.2% to 91.5%, according to Electronics For You.

Bottom line — The safeguard trades some accuracy for fewer drops; the researchers say its settings can be adjusted independently of the hand’s manipulation skill.

Go deeper 6

  1. Electronics For You reports that training used computer simulations, without human demonstrations, and incorporated measured motor behaviour from a real robotic hand.

  2. The researchers tested four 3D-printed objects—a knife, wine glass, duck and light bulb—with a separate controller for each, Electronics For You reports.

  3. The full evaluation involved 4,800 requests across four objects and six wrist orientations, according to Electronics For You.

  4. Yahoo Tech says the safety system does not know the target position or receive rewards for reaching it; it adjusts movement to preserve grip while disturbing the main task as little as possible.

  5. Yahoo Tech reports a demonstration in which the hand rotated a light bulb, moved it to a socket and screwed it in, though the safeguard was not equally effective in every demonstration.

  6. The findings are posted on the arXiv preprint server, according to Yahoo Tech and Lifeboat News.

Read the reporting 8

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Last generated: Nov 5, 7:16 PM UTC by wreetco

dstld. Your daily news summary designed to surface the news that matters from a European perspective. Curated by humans, summarized by AI - always with links back to the original reporting.

Links · Contact
Popular topics · WorldEuropeGamesAI
Last generated: Nov 5, 7:16 PM UTC by wreetco