Terminator-inspired liquid metal tech promises better eyes for robots and cars


Scientists have developed a new artificial eye inspired by the adaptive vision of animals and popularized in science fiction films like Terminator. The technology uses a liquid-metal pupil that automatically changes shape and size in response to light, potentially helping robots, autonomous vehicles, and advanced machines see more clearly in rapidly changing environments.

Researchers from the University of North Carolina at Chapel Hill, Westlake University, and other institutions introduced the concept in a study published in the journal Science Robotics. Their goal was to address a common challenge in modern machine vision systems: cameras and sensors often struggle when lighting conditions change suddenly, such as moving from darkness into bright sunlight.

Unlike biological eyes, many computer-vision systems rely heavily on software processing to compensate for overexposure or low light

These methods can be slow, energy-intensive, and sometimes unreliable. The new system instead takes inspiration directly from nature by replicating the pupillary light reflex, the automatic process that allows human and animal pupils to adjust instantly to changing light levels.

At the center of the technology is a liquid-metal pupil made from eutectic gallium-indium (EGaIn). This material is embedded within flexible microchannels and controlled through electrochemical signals. When bright light hits the artificial retina, it generates electrical pulses that trigger the liquid metal to contract, reducing the amount of light entering the system. When the environment becomes darker, the pupil expands again to capture more light.

The researchers also designed the system so the pupil can change shape, not just size. In addition to circular pupils like those found in humans, the device can replicate shapes seen in animals such as cats, frogs, sheep, or squids, which can help adapt vision systems to different environments.

The artificial eye consists of three key components

First is a hemispherical artificial retina made of light-sensitive photodetectors arranged in a curved structure. Second are liquid-metal “neurons” that convert light signals into electrical pulses. Third is the adaptive liquid-metal pupil that adjusts the aperture based on those signals. Together, these elements create a closed-loop system that mimics how biological eyes regulate light exposure.

Early tests suggest the approach could significantly improve machine vision. In one experiment, image recognition accuracy in harsh lighting increased from about 68 percent to more than 83 percent when the adaptive pupil system was activated.

This improvement matters because vision is one of the most critical capabilities for emerging technologies such as robots, drones, and self-driving cars. These systems must operate in unpredictable real-world conditions where lighting can change quickly – from dark tunnels to bright daylight, for example.

A hardware-based solution like the liquid-metal pupil could reduce the need for complex image-processing algorithms while improving speed and energy efficiency. That makes the technology particularly promising for mobile systems where power consumption and processing speed are critical.

The potential applications go beyond robotics and autonomous vehicles

Researchers say the technology could also improve security cameras, medical imaging devices, drones, and neuromorphic computing systems that attempt to replicate biological brain functions.

For now, the artificial eye is still a proof-of-concept prototype, but the team is already working on refining the design. Future work will focus on miniaturizing the liquid-metal actuators and photodetectors, improving energy efficiency, and integrating the system into real-world devices.

Researchers also plan to expand the system with additional sensing capabilities, including color and multispectral imaging, and potentially combine it with tactile or motion sensors to create machines with more comprehensive perception.

If those developments succeed, the liquid-metal pupil could represent an important step toward machines that see the world more like humans – and animals – do, allowing robots and vehicles to navigate complex environments with far greater awareness.



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Recent Reviews


Spotify aims to provide a consistent listening experience that uses minimal data. As a result, your audio quality might be less than ideal, especially if you’re using a pair of high-fidelity headphones or high-end speakers. Here’s how to fix that.

Switch audio streaming quality to Very High or Lossless

The default audio streaming quality in both the mobile and desktop Spotify apps is set to Automatic, which usually keeps the audio quality at Normal, which is only 96 Kbps. Even though Spotify uses the Ogg Vorbis codec, which is superior to MP3, OGG files exhibit slight (but noticeable) digital noise, poor bass detail, dull treble, and a narrow soundstage at 96 Kbps.

Even worse, Spotify is aggressive about adjusting the automatic bitrate. Even though 4G is more than fast enough to stream high-quality OGG files, even with a weak signal, Spotify may still drop the quality to Low, which has a bitrate of just 24 Kb/s. You will notice such a sharp drop in quality, even on a pair of bottom-of-the-barrel headphones.

To rectify this, open the Spotify app, tap your user image, open “Settings and privacy,” and tap the “Media Quality” menu. Once there, set Wi-Fi streaming quality and cellular streaming quality to “Very high” or “Lossless.”

I recommend setting cellular streaming quality to Very high and reserving Lossless for Wi-Fi, since lossless streaming is very data-intensive. One hour of streaming lossless files can take up to 1GB of data, as well as a good chunk of your phone’s storage, because Spotify caches files you’re frequently streaming. Besides, you’ll struggle to notice the difference unless you’re listening to music on a wired pair of high-end headphones or speakers; wireless connection just doesn’t have the bandwidth needed to convey the full fidelity of Spotify lossless audio.

You might opt for High quality if you have a capped data plan, but I recommend doing so only if you stream hours upon hours’ worth of music every single day over a cellular network. For instance, I burn through about 8 GB of data per month on average while streaming about two hours of very high-quality music over a cellular network each day.

Illustration of a headphone with various music icons around.


How Audio Compression Works and Why It Can Affect Your Music Quality

Feeling the squeeze when listening to your favorite song?

Set audio download quality to Very high or Lossless

If you tend to download songs and albums for offline listening, you should also set the audio download quality to “Very high” or “Lossless.” This setting is located just under the audio streaming quality section.

The audio download quality menu in Spotify's mobile app.

If you’ve got enough free storage on your phone, opt for the latter, but if you’d rather save storage space, set it to Very high. You’ll hardly hear the difference, but lossless files are about five times larger than the 320 Kb/s OGG files Spotify offers at its Very high quality setting, and they can quickly fill up your phone’s storage.

Adjust video streaming quality at your discretion

The last section of the Media quality menu is Video streaming quality. This sets the quality of video podcasts and music videos available for certain songs. Since I care about neither, I set it to “Very high” on Wi-Fi and “Normal” on cellular, but you should tweak the two options at your discretion because songs sound notably better at higher video streaming quality levels.

If you often watch videos over cellular and have unlimited data, feel free to toggle video quality to very high.

Make sure Data Saver mode is disabled

Even if your audio quality is set to Very high or Lossless, Spotify will switch to low-quality streaming if the app’s Data saver mode is enabled. This option is located in the Data saving and offline menu. Open the menu, then set it to “Always off,” or choose “Automatic” to have Spotify’s Data Saver mode kick in alongside your phone’s Data Saver mode.

You can also enable volume normalization and play around with the built-in equalizer

Spotify logo in the center of the screen with an equalizer in front. Credit: Lucas Gouveia / How-To Geek

Last but not least, there are two additional features you can play with to improve your listening experience. The first is volume normalization, which sets the same loudness for every track you’re listening to. This can be handy because different albums are mastered at different loudness levels, with newer music usually being louder.

Since I’m an album-oriented listener, I keep the option disabled. I can just play an album and set the audio volume accordingly, and I don’t really mind louder songs when listening to playlists, artists, or song radios.

But if you can’t stand one song being quiet and the next rattling the windows, visit the Playback menu, enable “Volume normalization,” and set it to “Quiet” or “Normal.” The “Loud” option can digitally compress files, and neither Spotify nor I recommend using it. This also happens with “Quiet” and “Normal,” since both adjust the decibel level of the master recording for each song, but the compression level is much lower and extremely hard to notice.

Before I end this, I should also mention that you can access the equalizer directly from the Spotify app, where you can fine-tune your music listening experience or pick one of the available equalizer presets. If your phone has a built-in equalizer, Spotify will open it; if it doesn’t, you can use Spotify’s. On my phone (a Samsung Galaxy S21 FE), I can only use One UI’s built-in equalizer.

To open the equalizer, open “Playback,” then hit the “Equalizer” button. Now you can equalize your audio to your heart’s content.


Adjusting just a few settings can have a drastic impact on your Spotify listening experience. If you aren’t satisfied with Spotify’s sound quality, make sure to adjust the audio before jumping ship. You should also check the sound quality settings from time to time, as Spotify can reset them during app updates.​​​​​​​

Three phones with a Spotify screen and the logo in the center.


These 8 Spotify Features Are My Favorite Hidden Gems

Look for these now.



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