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AI is all the rage — particularly text-generating AI, also known as large language models (think models along the lines of ChatGPT). In one recent survey of ~1,000 enterprise organizations, 67.2% say that they see adopting large language models (LLMs) as a top priority by early 2024.

But barriers stand in the way. According to the same survey, a lack of customization and flexibility, paired with the inability to preserve company knowledge and IP, were — and are — preventing many businesses from deploying LLMs into production.

That got Varun Vummadi and Esha Manideep Dinne thinking: What might a solution to the enterprise LLM adoption challenge look like? In search of one, they founded Giga ML, a startup building a platform that lets companies deploy LLMs on-premise — ostensibly cutting costs and preserving privacy in the process.

More details about it will be revealed at CES 2024.

LG is going to start selling a compact bipedal robot that can roll around your house freely.


LG is going to start selling a compact bipedal robot that can roll around your house freely. The AI-powered robot, which will debut at CES 2024 in Las Vegas, has a wide range of capabilities — from notifying you that you left the AC on while you’re away to watching your pet while you’re at work. Like stationary smart home aids, like Alexa or Apple HomePod, LG’s robot can also tell you the weather and remind you to take your medications on time.

The robot is powered by Qualcomm’s Robotics RB5 Platform, which entails a mix of hardware and software that run the bot’s AI program. Some of these include its ability to recognize faces and voices, process the emotions of those around it and engage in conversation. LG says the bot will be able to greet you at your door, analyze your emotions and play music to either boost your good mood or lull you to sleep. It can even “emote” by changing its posture thanks to its articulated leg joints. Although it’s a cute feature, it might not have any practical use beyond making it approachable.

Industrial mishaps are not rare but caution is prime. Tesla’s CEO Elon Musk has lashed out at the media for sensationalizing an old injury caused by a robot at his Giga Texas factory in Austin, Texas. He claimed that the media was trying to link the incident to his futuristic Optimus robots, which he said would usher in a new era of abundance.

The incident, which happened two years ago, involved a software engineer who was programming software for robots that cut car parts from freshly cast aluminum. While he was working, he was unaware that one of the robots was still active while the other two were disabled for maintenance. The active robot then attacked the engineer, pinning him down and clawing at his back and arm. The attack left a trail of blood on the factory floor, as well as an open wound on the engineer’s left hand.

Scientists pave the way for new culinary frontiers.


This E-tongue can identify four tastes – saltiness, sourness, astringency, and sweetness – in just a tiny bit of food, and uses deep-learning technology to understand taste. It even works well with different kinds of wines.

The E-tongue is like a super tool that can be used in different industries like food, drinks, makeup, and medicine, explained the researchers in a press release by Daegu Gyeongbuk Institute of Science & Technology (DGIST).

“The novel technology developed in this study is an electronic tongue system that integrates sensors and deep learning and measures complex flavors, and it is a sensor-deep-learning technology that can quantitatively evaluate taste, which was difficult in the past,” said Professor Kyung-In Jang from the DGIST Department of Robotics and Mechanical and Electronic Engineering.