Apple’s ELEGNT AI Framework Can Help Non-Humanoid Robots Convey Intent Via Movement

Apple researchers showcased the capabilities of the ELEGNT framework with a lamp-like robot.

Advertisement
Written by Akash Dutta, Edited by Siddharth Suvarna | Updated: 10 February 2025 16:52 IST
Highlights
  • The framework will let robots interact in a human-like manner
  • The research was published on arXiv this month
  • The capabilities were also tested with 21 participants

The paper also highlights finding a balance between expression and task fulfilment

Photo Credit: Reuters

Apple researchers have developed a new artificial intelligence (AI) framework that will allow non-humanoid robots to express their intentions and engage with humans. Dubbed ELEGNT, the framework focuses on non-verbal communication via movements, postures, and gestures. Alongside focusing on task completion, the framework specialises in allowing robots to express intention, attention, and emotions with movements. Researchers claimed that this will make working with robots a more immersive and engaging experience for users. The capabilities were also tested with human participants.

Apple Develops Frameworks to Let Robots Express via Movements

In a post, the Cupertino-based tech giant detailed the new AI framework. This is aimed at non-anthropomorphic robots, or robots that do not look like humans (contain limbs and a central head). While humanoid robots have an easier time engaging users due to their familiar physical appearance, working with non-humanoid robots can often feel cumbersome.

Advertisement

To bridge this gap, the ELEGNT framework trains robots to express intention and emotions using movements, postures, and gestures. These movements do not have any impact on the robot's task fulfilment and are added just to make human interaction immersive and engaging.

The framework encompasses the hardware design process as well as adds software-based training. The Apple researchers outline a set of interaction scenario storyboards that includes behaviour sequences in different functions and social-oriented tasks. “Our findings indicate that expression-driven movements significantly enhance user engagement and perceived robot qualities,” researchers claimed. A paper documenting the process has been published in the online pre-print journal arXiv.

In a demonstration, the researchers showcased the expressive capabilities of non-humanoid robots in a lamp-like prototype robot. In a video shared by the company, the lamp (which resembles Pixar's Luxo Jr. character) could follow hand gestures to direct the light at highlighted spots. The movements were also designed in a way that gave the impression that the robot was trying to understand the command, nod in agreement, and complete it quickly.

Advertisement

Apple researchers also tested the movements and expressive capabilities of the robot with 21 participants. The tests included functional tasks as well as social tasks such as playing music or engaging in conversations. One participant noted in the paper that without the playfulness of the movements, interacting with a lamp robot would feel “annoying rather than welcome and engaging.”

 

Get your daily dose of tech news, reviews, and insights, in under 80 characters on Gadgets 360 Turbo. Connect with fellow tech lovers on our Forum. Follow us on X, Facebook, WhatsApp, Threads and Google News for instant updates. Catch all the action on our YouTube channel.

Further reading: Apple, AI, Artificial Intelligence, Robots
Advertisement

Related Stories

Popular Mobile Brands
  1. Lava Virat V1 5G, Virat V1 Launched in India: Price Details
  2. iQOO Z11 Lite Launched in India With 50-Megapixel Camera, 6,500mAh Battery
  3. Vivo S2 Reported to Launch in India on August 6; First Sale Date Also Tipped
  4. Galaxy S27 Series Could Mark Samsung's Return to Sony Main Camera Sensors
  5. Exynos 2700 Leak Suggests Samsung is Planning a Big Performance Upgrade
  6. This Snapdragon Chipset Could Power the Oppo A7 Pro Max
  7. iPhone 18 Pro Max Price Leak Hints at Apple's Costliest Non-Folding iPhone
  8. Oppo K15 With Dual 50-Megapixel Rear Cameras Arrives at This Price
  1. Exynos 2700 Leak Suggests Samsung is Planning a Big Performance Upgrade
  2. Google Chrome Could Make Notification Prompts Less Annoying on Android
  3. Bitcoin Slips Below $66,000 as Middle East Tensions Pressure Crypto Market
  4. Xbox's Free Ad-Supported Game Streaming Begins Testing With One-Hour Session Limit
  5. Vivo S2 Reported to Launch in India on August 6; First Sale Date Also Tipped
  6. OpenAI Launches ChatGPT Health to Offer Personalised Responses Based on Apple Health and Medical Records
  7. Samsung Galaxy S27, Galaxy S27+ Reportedly in Testing With 50-Megapixel Sony Main Cameras
  8. WhatsApp Rolls Out New Rounded Message Bubble Design on iOS: Report
  9. iQOO Z11 Lite Launched in India With 50-Megapixel Camera, 6,500mAh Battery: Price, Features
  10. Lava Virat V1 5G, Virat V1 Launched in India With 6.75-Inch Display, Up to 6,000mAh Battery: Price, Specifications
Download Our Apps
Available in Hindi
© Copyright Red Pixels Ventures Limited 2026. All rights reserved.