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The Humane AI Pin is the solution to none of technology’s problems

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I’ve found myself at a loss for words when trying to explain the Humane AI Pin to my friends. The best description so far is that it’s a combination of a wearable Siri button with a camera and built-in projector that beams onto your palm. But each time I start explaining that, I get so caught up in pointing out its problems that I never really get to fully detail what the AI Pin can do. Or is meant to do, anyway.

Yet, words are crucial to the Humane AI experience. Your primary mode of interacting with the pin is through voice, accompanied by touch and gestures. Without speaking, your options are severely limited. The company describes the device as your “second brain,” but the combination of holding out my hand to see the projected screen, waving it around to navigate the interface and tapping my chest and waiting for an answer all just made me look really stupid. When I remember that I was actually eager to spend $700 of my own money to get a Humane AI Pin, not to mention shell out the required $24 a month for the AI and the company’s 4G service riding on T-Mobile’s network, I feel even sillier.

What is the Humane AI Pin?

In the company’s own words, the Humane AI Pin is the “first wearable device and software platform built to harness the full power of artificial intelligence.” If that doesn’t clear it up, well, I can’t blame you.

There are basically two parts to the device: the Pin and its magnetic attachment. The Pin is the main piece, which houses a touch-sensitive panel on its face, with a projector, camera, mic and speakers lining its top edge. It’s about the same size as an Apple Watch Ultra 2, both measuring about 44mm (1.73 inches) across. The Humane wearable is slightly squatter, though, with its 47.5mm (1.87 inches) height compared to the Watch Ultra’s 49mm (1.92 inches). It’s also half the weight of Apple’s smartwatch, at 34.2 grams (1.2 ounces).

Humane

Not only is the Humane AI Pin slow, finicky and barely even smart, using it made me look pretty dumb. As it stands, the device doesn’t do enough to justify its $700 and $24-a-month price.

Pros

  • Novel projector beams a “screen” onto your palm
  • Effective interpreter mode
  • Thoughtful design touches
Cons

  • Runs hot
  • Unreliable
  • Slow
  • Projected screen relies on tiresome and finicky gestures to navigate
  • Expensive for what it does
  • Short battery life

$699 at Humane

The top of the AI Pin is slightly thicker than the bottom, since it has to contain extra sensors and indicator lights, but it’s still about the same depth as the Watch Ultra 2. Snap on a magnetic attachment, and you add about 8mm (0.31 inches). There are a few accessories available, with the most useful being the included battery booster. You’ll get two battery boosters in the “complete system” when you buy the Humane AI Pin, as well as a charging cradle and case. The booster helps clip the AI Pin to your clothes while adding some extra hours of life to the device (in theory, anyway). It also brings an extra 20 grams (0.7 ounces) with it, but even including that the AI Pin is still 10 grams (0.35 ounces) lighter than the Watch Ultra 2.

That weight (or lack thereof) is important, since anything too heavy would drag down on your clothes, which would not only be uncomfortable but also block the Pin’s projector from functioning properly. If you’re wearing it with a thinner fabric, by the way, you’ll have to use the latch accessory instead of the booster, which is a $40 plastic tile that provides no additional power. You can also get the stainless steel clip that Humane sells for $50 to stick it onto heavier materials or belts and backpacks. Whichever accessory you choose, though, you’ll place it on the underside of your garment and stick the Pin on the outside to connect the pieces.

Humane AI PinHumane AI Pin
Hayato Huseman for Engadget

How the AI Pin works

But you might not want to place the AI Pin on a bag, as you need to tap on it to ask a question or pull up the projected screen. Every interaction with the device begins with touching it, there is no wake word, so having it out of reach sucks.

Tap and hold on the touchpad, ask a question, then let go and wait a few seconds for the AI to answer. You can hold out your palm to read what it said, bringing your hand closer to and further from your chest to toggle through elements. To jump through individual cards and buttons, you’ll have to tilt your palm up or down, which can get in the way of seeing what’s on display. But more on that in a bit.

There are some built-in gestures offering shortcuts to functions like taking a picture or video or controlling music playback. Double tapping the Pin with two fingers will snap a shot, while double-tapping and holding at the end will trigger a 15-second video. Swiping up or down adjusts the device or Bluetooth headphone volume while the assistant is talking or when music is playing, too.

Side view of the Humane AI Pin held in mid-air in front of some green foliage and a red brick building.Side view of the Humane AI Pin held in mid-air in front of some green foliage and a red brick building.
Cherlynn Low for Engadget

Each person who orders the Humane AI Pin will have to set up an account and go through onboarding on the website before the company will ship out their unit. Part of this process includes signing into your Google or Apple accounts to port over contacts, as well as watching a video that walks you through those gestures I described. Your Pin will arrive already linked to your account with its eSIM and phone number sorted. This likely simplifies things so users won’t have to fiddle with tedious steps like installing a SIM card or signing into their profiles. It felt a bit strange, but it’s a good thing because, as I’ll explain in a bit, trying to enter a password on the AI Pin is a real pain.

Talking to the Humane AI Pin

The easiest way to interact with the AI Pin is by talking to it. It’s supposed to feel natural, like you’re talking to a friend or assistant, and you shouldn’t have to feel forced when asking it for help. Unfortunately, that just wasn’t the case in my testing.

When the AI Pin did understand me and answer correctly, it usually took a few seconds to reply, in which time I could have already gotten the same results on my phone. For a few things, like adding items to my shopping list or converting Canadian dollars to USD, it performed adequately. But “adequate” seems to be the best case scenario.

Sometimes the answers were too long or irrelevant. When I asked “Should I watch Dream Scenario,” it said “Dream Scenario is a 2023 comedy/fantasy film featuring Nicolas Cage, with positive ratings on IMDb, Rotten Tomatoes and Metacritic. It’s available for streaming on platforms like YouTube, Hulu and Amazon Prime Video. If you enjoy comedy and fantasy genres, it may be worth watching.”

Setting aside the fact that the “answer” to my query came after a lot of preamble I found unnecessary, I also just didn’t find the recommendation satisfying. It wasn’t giving me a straight answer, which is understandable, but ultimately none of what it said felt different from scanning the top results of a Google search. I would have gleaned more info had I looked the film up on my phone, since I’d be able to see the actual Rotten Tomatoes and Metacritic scores.

To be fair, the AI Pin was smart enough to understand follow-ups like “How about The Witch” without needing me to repeat my original question. But it’s 2024; we’re way past assistants that need so much hand-holding.

A screenshot showing the data stored on the Humane AI Pin's web portal. At the top is the header A screenshot showing the data stored on the Humane AI Pin's web portal. At the top is the header

We’re also past the days of needing to word our requests in specific ways for AI to understand us. Though Humane has said you can speak to the pin “naturally,” there are some instances when that just didn’t work. First, it occasionally misheard me, even in my quiet living room. When I asked “Would I like YouTuber Danny Gonzalez,” it thought I said “would I like YouTube do I need Gonzalez” and responded “It’s unclear if you would like Dulce Gonzalez as the content of their videos and channels is not specified.”

When I repeated myself by carefully saying “I meant Danny Gonzalez,” the AI Pin spouted back facts about the YouTuber’s life and work, but did not answer my original question.

That’s not as bad as the fact that when I tried to get the Pin to describe what was in front of me, it simply would not. Humane has a Vision feature in beta that’s meant to let the AI Pin use its camera to see and analyze things in view, but when I tried to get it to look at my messy kitchen island, nothing happened. I’d ask “What’s in front of me” or “What am I holding out in front of you” or “Describe what’s in front of me,” which is how I’d phrase this request naturally. I tried so many variations of this, including “What am I looking at” and “Is there an octopus in front of me,” to no avail. I even took a photo and asked “can you describe what’s in that picture.”

Every time, I was told “Your AI Pin is not sure what you’re referring to” or “This question is not related to AI Pin” or, in the case where I first took a picture, “Your AI Pin is unable to analyze images or describe them.” I was confused why this wasn’t working even after I double checked that I had opted in and enabled the feature, and finally realized after checking the reviewers’ guide that I had to use prompts that started with the word “Look.”

Look, maybe everyone else would have instinctively used that phrasing. But if you’re like me and didn’t, you’ll probably give up and never use this feature again. Even after I learned how to properly phrase my Vision requests, they were still clunky as hell. It was never as easy as “Look for my socks” but required two-part sentences like “Look at my room and tell me if there are boots in it” or “Look at this thing and tell me how to use it.”

A screenshot showing recent queries with the Humane AI Pin. The top of the page says A screenshot showing recent queries with the Humane AI Pin. The top of the page says

When I worded things just right, results were fairly impressive. It confirmed there was a “Lysol can on the top shelf of the shelving unit” and a “purple octopus on top of the brown cabinet.” I held out a cheek highlighter and asked what to do with it. The AI Pin accurately told me “The Carry On 2 cream by BYBI Beauty can be used to add a natural glow to skin,” among other things, although it never explicitly told me to apply it to my face. I asked it where an object I was holding came from, and it just said “The image is of a hand holding a bag of mini eggs. The bag is yellow with a purple label that says ‘mini eggs.’” Again, it didn’t answer my actual question.

Humane’s AI, which is powered by a mix of OpenAI’s recent versions of GPT and other sources including its own models, just doesn’t feel fully baked. It’s like a robot pretending to be sentient — capable of indicating it sort of knows what I’m asking, but incapable of delivering a direct answer.

My issues with the AI Pin’s language model and features don’t end there. Sometimes it just refuses to do what I ask of it, like restart or shut down. Other times it does something entirely unexpected. When I said “Send a text message to Julian Chokkattu,” who’s a friend and fellow AI Pin reviewer over at Wired, I thought I’d be asked what I wanted to tell him. Instead, the device simply said OK and told me it sent the words “Hey Julian, just checking in. How’s your day going?” to Chokkattu. I’ve never said anything like that to him in our years of friendship, but I guess technically the AI Pin did do what I asked.

Humane AI PinHumane AI Pin
Hayato Huseman for Engadget

Using the Humane AI Pin’s projector display

If only voice interactions were the worst thing about the Humane AI Pin, but the list of problems only starts there. I was most intrigued by the company’s “pioneering Laser Ink display” that projects green rays onto your palm, as well as the gestures that enabled interaction with “onscreen” elements. But my initial wonder quickly gave way to frustration and a dull ache in my shoulder. It might be tiring to hold up your phone to scroll through Instagram, but at least you can set that down on a table and continue browsing. With the AI Pin, if your arm is not up, you’re not seeing anything.

Then there’s the fact that it’s a pretty small canvas. I would see about seven lines of text each time, with about one to three words on each row depending on the length. This meant I had to hold my hand up even longer so I could wait for notifications to finish scrolling through. I also have a smaller palm than some other reviewers I saw while testing the AI Pin. Julian over at Wired has a larger hand and I was downright jealous when I saw he was able to fit the entire projection onto his palm, whereas the contents of my display would spill over onto my fingers, making things hard to read.

It’s not just those of us afflicted with tiny palms that will find the AI Pin tricky to see. Step outside and you’ll have a hard time reading the faint projection. Even on a cloudy, rainy day in New York City, I could barely make out the words on my hands.

When you can read what’s on the screen, interacting with it might make you want to rip your eyes out. Like I said, you’ll have to move your palm closer and further to your chest to select the right cards to enter your passcode. It’s a bit like dialing a rotary phone, with cards for individual digits from 0 to 9. Go further away to get to the higher numbers and the backspace button, and come back for the smaller ones.

This gesture is smart in theory but it’s very sensitive. There’s a very small range of usable space since there is only so far your hand can go, so the distance between each digit is fairly small. One wrong move and you’ll accidentally select something you didn’t want and have to go all the way out to delete it. To top it all off, moving my arm around while doing that causes the Pin to flop about, meaning the screen shakes on my palm, too. On average, unlocking my Pin, which involves entering a four-digit passcode, took me about five seconds.

On its own, this doesn’t sound so bad, but bear in mind that you’ll have to re-enter this each time you disconnect the Pin from the booster, latch or clip. It’s currently springtime in New York, which means I’m putting on and taking off my jacket over and over again. Every time I go inside or out, I move the Pin to a different layer and have to look like a confused long-sighted tourist reading my palm at various distances. It’s not fun.

Of course, you can turn off the setting that requires password entry each time you remove the Pin, but that’s simply not great for security.

Though Humane says “privacy and transparency are paramount with AI Pin,” by its very nature the device isn’t suitable for performing confidential tasks unless you’re alone. You don’t want to dictate a sensitive message to your accountant or partner in public, nor might you want to speak your Wi-Fi password out loud.

That latter is one of two input methods for setting up an internet connection, by the way. If you choose not to spell your Wi-Fi key out loud, then you can go to the Humane website to type in your network name (spell it out yourself, not look for one that’s available) and password to generate a QR code for the Pin to scan. Having to verbally relay alphanumeric characters to the Pin is not ideal, and though the QR code technically works, it just involves too much effort. It’s like giving someone a spork when they asked for a knife and fork: good enough to get by, but not a perfect replacement.

The Humane AI Pin held in mid-air in front of some bare trees and a street with red brick buildings on it.The Humane AI Pin held in mid-air in front of some bare trees and a street with red brick buildings on it.
Cherlynn Low for Engadget

The Humane AI Pin’s speaker

Since communicating through speech is the easiest means of using the Pin, you’ll need to be verbal and have hearing. If you choose not to raise your hand to read the AI Pin’s responses, you’ll have to listen for it. The good news is, the onboard speaker is usually loud enough for most environments, and I only struggled to hear it on NYC streets with heavy traffic passing by. I never attempted to talk to it on the subway, however, nor did I obnoxiously play music from the device while I was outside.

In my office and gym, though, I did get the AI Pin to play some songs. The music sounded fine — I didn’t get thumping bass or particularly crisp vocals, but I could hear instruments and crooners easily. Compared to my iPhone 15 Pro Max, it’s a bit tinny, as expected, but not drastically worse.

The problem is there are, once again, some caveats. The most important of these is that at the moment, you can only use Tidal’s paid streaming service with the Pin. You’ll get 90 days free with your purchase, and then have to pay $11 a month (on top of the $24 you already give to Humane) to continue streaming tunes from your Pin. Humane hasn’t said yet if other music services will eventually be supported, either, so unless you’re already on Tidal, listening to music from the Pin might just not be worth the price. Annoyingly, Tidal also doesn’t have the extensive library that competing providers do, so I couldn’t even play songs like Beyonce’s latest album or Taylor Swift’s discography (although remixes of her songs were available).

Though Humane has described its “personic speaker” as being able to create a “bubble of sound,” that “bubble” certainly has a permeable membrane. People around you will definitely hear what you’re playing, so unless you’re trying to start a dance party, it might be too disruptive to use the AI Pin for music without pairing Bluetooth headphones. You’ll also probably get better sound quality from Bose, Beats or AirPods anyway.

The Humane AI Pin camera experience

I’ll admit it — a large part of why I was excited for the AI Pin is its onboard camera. My love for taking photos is well-documented, and with the Pin, snapping a shot is supposed to be as easy as double-tapping its face with two fingers. I was even ready to put up with subpar pictures from its 13-megapixel sensor for the ability to quickly capture a scene without having to first whip out my phone.

Sadly, the Humane AI Pin was simply too slow and feverish to deliver on that premise. I frequently ran into times when, after taking a bunch of photos and holding my palm up to see how each snap turned out, the device would get uncomfortably warm. At least twice in my testing, the Pin just shouted “Your AI Pin is too warm and needs to cool down” before shutting down.

A sample image from the Humane AI Pin's 13-megapixel camera, showing a tree-lined path in a park. A sample image from the Humane AI Pin's 13-megapixel camera, showing a tree-lined path in a park.

A sample image from the Humane AI Pin. (Cherlynn Low for Engadget)

Even when it’s running normally, using the AI Pin’s camera is slow. I’d double tap it and then have to stand still for at least three seconds before it would take the shot. I appreciate that there’s audio and visual feedback through the flashing green lights and the sound of a shutter clicking when the camera is going, so both you and people around know you’re recording. But it’s also a reminder of how long I need to wait — the “shutter” sound will need to go off thrice before the image is saved.

I took photos and videos in various situations under different lighting conditions, from a birthday dinner in a dimly lit restaurant to a beautiful park on a cloudy day. I recorded some workout footage in my building’s gym with large windows, and in general anything taken with adequate light looked good enough to post. The videos might make viewers a little motion sick, since the camera was clipped to my sports bra and moved around with me, but that’s tolerable.

In dark environments, though, forget about it. Even my Nokia E7 from 2012 delivered clearer pictures, most likely because I could hold it steady while framing a shot. The photos of my friends at dinner were so grainy, one person even seemed translucent. To my knowledge, that buddy is not a ghost, either.

A sample image from the Humane AI Pin's 13-megapixel camera, showing a group of people sitting around a table in a dimly lit restaurant. One person is staring at the camera with his chin resting on the back of his hand. The photos is fuzzy and grainy.A sample image from the Humane AI Pin's 13-megapixel camera, showing a group of people sitting around a table in a dimly lit restaurant. One person is staring at the camera with his chin resting on the back of his hand. The photos is fuzzy and grainy.

A sample image from the Humane AI Pin. (Cherlynn Low for Engadget)

To its credit, Humane’s camera has a generous 120-degree field of view, meaning you’ll capture just about anything in front of you. When you’re not sure if you’ve gotten your subject in the picture, you can hold up your palm after taking the shot, and the projector will beam a monochromatic preview so you can verify. It’s not really for you to admire your skilled composition or level of detail, and more just to see that you did indeed manage to get the receipt in view before moving on.

Cosmos OS on the Humane AI Pin

When it comes time to retrieve those pictures off the AI Pin, you’ll just need to navigate to humane.center in any browser and sign in. There, you’ll find your photos and videos under “Captures,” your notes, recently played music and calls, as well as every interaction you’ve had with the assistant. That last one made recalling every weird exchange with the AI Pin for this review very easy.

You’ll have to make sure the AI Pin is connected to Wi-Fi and power, and be at least 50 percent charged before full-resolution photos and videos will upload to the dashboard. But before that, you can still scroll through previews in a gallery, even though you can’t download or share them.

The web portal is fairly rudimentary, with large square tiles serving as cards for sections like “Captures,” “Notes” and “My Data.” Going through them just shows you things you’ve saved or asked the Pin to remember, like a friend’s favorite color or their birthday. Importantly, there isn’t an area for you to view your text messages, so if you wanted to type out a reply from your laptop instead of dictating to the Pin, sorry, you can’t. The only way to view messages is by putting on the Pin, pulling up the screen and navigating the onboard menus to find them.

Humane AI Pin interfaceHumane AI Pin interface
Hayato Huseman for Engadget

That brings me to what you see on the AI Pin’s visual interface. If you’ve raised your palm right after asking it something, you’ll see your answer in text form. But if you had brought up your hand after unlocking or tapping the device, you’ll see its barebones home screen. This contains three main elements — a clock widget in the middle, the word “Nearby” in a bubble at the top and notifications at the bottom. Tilting your palm scrolls through these, and you can pinch your index finger and thumb together to select things.

Push your hand further back and you’ll bring up a menu with five circles that will lead you to messages, phone, settings, camera and media player. You’ll need to tilt your palm to scroll through these, but because they’re laid out in a ring, it’s not as straightforward as simply aiming up or down. Trying to get the right target here was one of the greatest challenges I encountered while testing the AI Pin. I was rarely able to land on the right option on my first attempt. That, along with the fact that you have to put on the Pin (and unlock it), made it so difficult to see messages that I eventually just gave up looking at texts I received.

The Humane AI Pin overheating, in use and battery life

One reason I sometimes took off the AI Pin is that it would frequently get too warm and need to “cool down.” Once I removed it, I would not feel the urge to put it back on. I did wear it a lot in the first few days I had it, typically from 7:45AM when I headed out to the gym till evening, depending on what I was up to. Usually at about 3PM, after taking a lot of pictures and video, I would be told my AI Pin’s battery was running low, and I’d need to swap out the battery booster. This didn’t seem to work sometimes, with the Pin dying before it could get enough power through the accessory. At first it appeared the device simply wouldn’t detect the booster, but I later learned it’s just slow and can take up to five minutes to recognize a newly attached booster.

When I wore the AI Pin to my friend (and fellow reviewer) Michael Fisher’s birthday party just hours after unboxing it, I had it clipped to my tank top just hovering above my heart. Because it was so close to the edge of my shirt, I would accidentally brush past it a few times when reaching for a drink or resting my chin on my palm a la The Thinker. Normally, I wouldn’t have noticed the Pin, but as it was running so hot, I felt burned every time my skin came into contact with its chrome edges. The touchpad also grew warm with use, and the battery booster resting against my chest also got noticeably toasty (though it never actually left a mark).

Humane AI PinHumane AI Pin
Hayato Huseman for Engadget

Part of the reason the AI Pin ran so hot is likely that there’s not a lot of room for the heat generated by its octa-core Snapdragon processor to dissipate. I had also been using it near constantly to show my companions the pictures I had taken, and Humane has said its laser projector is “designed for brief interactions (up to six to nine minutes), not prolonged usage” and that it had “intentionally set conservative thermal limits for this first release that may cause it to need to cool down.” The company added that it not only plans to “improve uninterrupted run time in our next software release,” but also that it’s “working to improve overall thermal performance in the next software release.”

There are other things I need Humane to address via software updates ASAP. The fact that its AI sometimes decides not to do what I ask, like telling me “Your AI Pin is already running smoothly, no need to restart” when I asked it to restart is not only surprising but limiting. There are no hardware buttons to turn the pin on or off, and the only other way to trigger a restart is to pull up the dreaded screen, painstakingly go to the menu, hopefully land on settings and find the Power option. By which point if the Pin hasn’t shut down my arm will have.

A lot of my interactions with the AI Pin also felt like problems I encountered with earlier versions of Siri, Alexa and the Google Assistant. The overly wordy answers, for example, or the pronounced two or three-second delay before a response, are all reminiscent of the early 2010s. When I asked the AI Pin to “remember that I parked my car right here,” it just saved a note saying “Your car is parked right here,” with no GPS information or no way to navigate back. So I guess I parked my car on a sticky note.

To be clear, that’s not something that Humane ever said the AI Pin can do, but it feels like such an easy thing to offer, especially since the device does have onboard GPS. Google’s made entire lines of bags and Levi’s jackets that serve the very purpose of dropping pins to revisit places later. If your product is meant to be smart and revolutionary, it should at least be able to do what its competitors already can, not to mention offer features they don’t.

A screenshot of the Humane AI Pin's web portal, showing previous requests, with the header A screenshot of the Humane AI Pin's web portal, showing previous requests, with the header

Screenshot

One singular thing that the AI Pin actually manages to do competently is act as an interpreter. After you ask it to “translate to [x language],” you’ll have to hold down two fingers while you talk, let go and it will read out what you said in the relevant tongue. I tried talking to myself in English and Mandarin, and was frankly impressed with not only the accuracy of the translation and general vocal expressiveness, but also at how fast responses came through. You don’t even need to specify the language the speaker is using. As long as you’ve set the target language, the person talking in Mandarin will be translated to English and the words said in English will be read out in Mandarin.

It’s worth considering the fact that using the AI Pin is a nightmare for anyone who gets self-conscious. I’m pretty thick-skinned, but even I tried to hide the fact that I had a strange gadget with a camera pinned to my person. Luckily, I didn’t get any obvious stares or confrontations, but I heard from my fellow reviewers that they did. And as much as I like the idea of a second brain I can wear and offload little notes and reminders to, nothing that the AI Pin does well is actually executed better than a smartphone.

Wrap-up

Not only is the Humane AI Pin slow, finicky and barely even smart, using it made me look pretty dumb. In a few days of testing, I went from being excited to show it off to my friends to not having any reason to wear it.

Humane’s vision was ambitious, and the laser projector initially felt like a marvel. At first glance, it looked and felt like a refined product. But it just seems like at every turn, the company had to come up with solutions to problems it created. No screen or keyboard to enter your Wi-Fi password? No worries, use your phone or laptop to generate a QR code. Want to play music? Here you go, a 90-day subscription to Tidal, but you can only play music on that service.

The company promises to make software updates that could improve some issues, and the few tweaks my unit received during this review did make some things (like music playback) work better. The problem is that as it stands, the AI Pin doesn’t do enough to justify its $700 and $24-a-month price, and I simply cannot recommend anyone spend this much money for the one or two things it does adequately.

Maybe in time, the AI Pin will be worth revisiting, but it’s hard to imagine why anyone would need a screenless AI wearable when so many devices exist today that you can use to talk to an assistant. From speakers and phones to smartwatches and cars, the world is full of useful AI access points that allow you to ditch a screen. Humane says it’s committed to a “future where AI seamlessly integrates into every aspect of our lives and enhances our daily experiences.”

After testing the company’s AI Pin, that future feels pretty far away.

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Landmark study links microplastics to serious health problems

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Plastics are just about everywhere — food packaging, tyres, clothes, water pipes. And they shed microscopic particles that end up in the environment and can be ingested or inhaled by people.

Now the first data of their kind show a link between these microplastics and human health. A study of more than 200 people undergoing surgery found that nearly 60% had microplastics or even smaller nanoplastics in a main artery1. Those who did were 4.5 times more likely to experience a heart attack, a stroke or death in the approximately 34 months after the surgery than were those whose arteries were plastic-free.

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Plastic planet

Scientists have found microplastics just about everywhere they’ve looked: in oceans; in shellfish; in breast milk; in drinking water; wafting in the air; and falling with rain.

Such contaminants are not only ubiquitous but also long-lasting, often requiring centuries to break down. As a result, cells responsible for removing waste products can’t readily degrade them, so microplastics accumulate in organisms.

In humans, they have been found in the blood and in organs such as the lungs and placenta. However, just because they accumulate doesn’t mean they cause harm. Scientists have been worried about the health effects of microplastics for around 20 years, but what those effects are has proved difficult to evaluate rigorously, says Philip Landrigan, a paediatrician and epidemiologist at Boston College in Chestnut Hill, Massachusetts.

Giuseppe Paolisso, an internal-medicine physician at the University of Campania Luigi Vanvitelli in Caserta, Italy, and his colleagues knew that microplastics are attracted to fat molecules, so they were curious about whether the particles would build up in fatty deposits called plaques that can form on the lining of blood vessels. The team tracked 257 people undergoing a surgical procedure that reduces stroke risk by removing plaque from an artery in the neck.

Blood record

The researchers put the excised plaques under an electron microscope. They saw jagged blobs — evidence of microplastics — intermingled with cells and other waste products in samples from 150 of the participants. Chemical analyses revealed that the bulk of the particles were composed of either polyethylene, which is the most used plastic in the world and is often found in food packaging, shopping bags and medical tubing, or polyvinyl chloride, known more commonly as PVC or vinyl.

Microscope image showing various black and white shapes, with arrows pointing to two jagged blobs.

Microplastic particles (arrows) infiltrate a living immune cell called a macrophage that was removed from a fatty deposit in a study participant’s blood vessel.Credit: R. Marfella et al./N Engl J Med

On average, participants who had more microplastics in their plaque samples also had higher levels of biomarkers for inflammation, analyses revealed. That hints at how the particles could contribute to ill health, Brook says. If they help to trigger inflammation, they might boost the risk that a plaque will rupture, spilling fatty deposits that could clog blood vessels.

Compared to participants who didn’t have microplastics in their plaques, participants who did were younger; more likely to be male; more likely to smoke and more likely to have diabetes or cardiovascular disease. Because the study included only people who required surgery to reduce stroke risk, it is unknown whether the link holds true in a broader population.

Brook is curious about the 40% of participants who showed no evidence of microplastics in their plaques, especially given that it is nearly impossible to avoid plastics altogether. Study co-author Sanjay Rajagopalan, a cardiologist at Case Western Reserve University in Cleveland, Ohio, says it’s possible that these participants behave differently or have different biological pathways for processing the plastics, but more research is needed.

Stalled progress

The study comes as diplomats try to hammer out a global treaty to eliminate plastic pollution. In 2022, 175 nations voted to create a legally binding international agreement, with a goal of finalizing it by the end of 2024.

Researchers have fought for more input into the process, noting that progress on the treaty has been too slow. The latest study is likely to light a fire under negotiators when they gather in Ottawa in April, says Landrigan, who co-authored a report2 that recommended a global cap on plastic production.

While Rajagopalan awaits further data on microplastics, his findings have already had an impact on his daily life. “I’ve had a much more conscious, intentional look at my own relationship with plastics,” he says. “I hope this study brings some introspection into how we, as a society, use petroleum-derived products to reshape the biosphere.”

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Problems with the GPT Store and what needs to be improved

Problems with the GPT Store and what needs to be improved

OpenAI recently launched their new and highly anticipated ChatGPT marketplace in the form of the GPT Store. It is still early days for the new marketplace which has been created to allow the millions of ChatGPT users to find custom GPT AI models that have been created by businesses and individuals to enhance their productivity and results when using the ChatGPT AI. However in its first iteration there are plenty of areas that can be improved

The GPT Store has been designed to be a central spot for innovative AI tools known as Generative Pre-trained Transformers. While the excitement around its launch was huge, the ChatGPT marketplace is facing some hurdles that need to be overcome to truly harness its potential. Let’s delve into the key areas where the GPT Store could improve to enhance both the user and creator experience with the help of Corbin AI.

One of the main issues the GPT Store is grappling with is how it handles visibility for the products it hosts. Right now, the way the platform is set up, it tends to highlight certain GPTs, often leaving new and potentially groundbreaking tools in the shadows. This can hinder the growth of innovative products and prevent them from getting the attention they deserve. If we look at how TikTok operates, for example, we see a platform that gives every piece of content a chance to shine. The GPT Store could take a leaf out of TikTok’s book by implementing features that bring new GPTs into the limelight or by creating a feed that showcases a variety of tools. Such changes would open up opportunities for all creators, regardless of their current standing on the platform.

What needs to be improved on the GPT Store?

Another area that requires enhancement is the analytics available to creators. At present, the data provided is quite basic and doesn’t offer deep insights into how users interact with the GPTs. Creators need a more sophisticated analytics system that can tell them how often users come back, how long they stay, and what they do with the tools. With better analytics, creators could refine their GPTs to better match what users are looking for, which could lead to more success for their products. For insights on improving interactions with AI, creators might find prompt engineering tips useful.

Some other articles you may find of interest on the subject of creating custom GPT AI models that harness the power of OpenAI’s ChatGPT.

The user interface (UI) of the GPT Store is also in need of some fine-tuning. A UI that’s easier to navigate and more intuitive would make a world of difference for users. By looking at how platforms like Shopify or the iOS App Store are designed—with their easy search functions and encouragement of exploration—the GPT Store could make it much easier for users to find the tools they’re after and stumble upon new ones that could be useful to them.

GPT Store Pros vs Cons

Pros of the OpenAI GPT Store:

  • Innovation and Potential: The GPT Store represents an innovative platform offering a range of GPT-based applications. It opens opportunities for both users and developers to explore novel AI applications.
  • Free Accessible Tools: Some GBTs (GPT-based tools) are available for free, providing users with valuable resources without cost.
  • Early Success Stories: Certain early adopters, such as Scholar AI and AI PDF, have successfully developed and launched popular tools, demonstrating the store’s potential for creating impactful applications.
  • Foundation for Growth: Being in the early stages, the GPT Store has a significant potential for growth and improvement, which could lead to more comprehensive and user-friendly experiences.

Cons of the OpenAI GPT Store:

  • Limited Organic Discovery: The store currently lacks a mechanism for organically discovering new GPTs. Users are primarily exposed to tools featured on the main page, limiting visibility for new or lesser-known developers.
  • Restricted Search Functionality: The search feature is described as limited, making it challenging for users to find specific GPTs or explore the store beyond the main page offerings.
  • Lack of Analytics for Developers: Developers currently have minimal analytics available (only 10K chats), limiting their ability to understand user engagement and improve their tools.
  • Visibility Challenges for New Creators: New creators face difficulties in gaining visibility due to the store’s layout and discovery mechanisms, which favor established or prominently featured GPTs.
  • Uncertainty About Future Updates: While there is hope for improvements, there’s a lack of clear communication about upcoming updates or changes to address the highlighted issues.

Possible areas of improvement for the ChatGPT store

  • Implement a more robust discovery mechanism, where new and lesser-known GPTs can gain visibility.
  • Enhance the search functionality to allow more comprehensive exploration of the store.
  • Provide detailed analytics for developers to better understand user engagement and optimize their GPTs.
  • Create sections for newly added GPTs or a live feed feature to showcase a variety of tools.
  • Regular updates and clear communication from OpenAI regarding future enhancements and changes to the store.

Despite these challenges, the GPT Store has already shown that it has a lot to offer to entrepreneurs who are using its tools to build their businesses. To keep this momentum going and to support further business development, the platform must address the issues we’ve talked about. A stronger ecosystem on the GPT Store could help entrepreneurs not just find the right GPT for their needs but also gain valuable insights on how to tailor these tools to their specific business goals. For those looking to create custom solutions, custom GPTs for business could be a starting point.

The GPT Store is on the brink of making a significant impact on the AI industry and the business sector. By focusing on improving how products are discovered, providing in-depth analytics for creators, refining the user interface, and nurturing business growth, the platform has the potential to become a flourishing and fair marketplace. For this to happen, it’s essential that both users and creators get involved. By engaging with the platform, sharing your thoughts, and contributing your ideas, you can play a role in the evolution of the GPT Store. It’s through this collective effort that we can build a marketplace that doesn’t just meet our current needs but also opens up new possibilities that go beyond what we’ve imagined. For those interested in the future of these tools, the anticipated arrival of ChatGPT-5 in 2024 is something to keep an eye on.

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How to use ChatGPT to solve everyday problems

ChatGPT the ultimate problem-solving system

There is no denying it OpenAI’s ChatGPT and other similar AI tools are providing powerful AI assistants in our daily personal and working lives. One method of using ChatGPT is to help you brainstorm ideas and also solve problems you may come across in your daily life.  This quick guide will provide an overview of how ChatGPT can be used as the ultimate problem-solving system. Helping you generate solutions for almost anything

In today’s fast-paced world, finding quick and cost-effective solutions to complex problems is a common challenge. Whether you’re an entrepreneur or an individual facing a difficult situation, expert advice can be a game-changer. But what if you could get that advice without the high cost and time commitment? This is where ChatGPT comes into play, offering a powerful tool that can help you navigate through tough issues and develop strategies that are tailored to your unique needs.

ChatGPT is transforming the way we access expert knowledge. It’s a cost-effective option for those who need guidance but may not have the resources to consult a professional. With ChatGPT, you have a vast repository of knowledge at your fingertips, making it easier to tackle challenges that once seemed too complex to handle on your own.

ChatGPT problem-solving techniques

At the core of ChatGPT’s problem-solving capabilities is a technique known as the “Tree of Thoughts” prompt. This method is designed to break down your problems in a systematic way, encouraging a thorough analysis and ensuring that you consider every aspect of the issue you’re facing.

The process of finding a solution with ChatGPT involves four key steps. First, you define the problem clearly. Next, you brainstorm possible solutions, followed by assessing each option carefully. Finally, you execute the strategy that seems most likely to succeed. This structured approach ensures that you think through all potential outcomes before making a decision.

One of the strengths of ChatGPT is its ability to provide recommendations that are customized to your specific situation. This means that the strategies you come up with will be highly relevant and have a greater chance of being effective. As you work through potential solutions with ChatGPT, you’ll be able to critically evaluate each one. You’ll weigh the pros and cons, consider the effort required, and anticipate possible results. This careful scrutiny is crucial for making informed decisions.

ChatGPT also encourages you to deepen your analysis. It prompts you to think about scenarios and strategies that might not have occurred to you initially. By preparing you to anticipate and tackle potential obstacles, ChatGPT equips you to handle a wide range of situations. Once you’ve analyzed the options in depth, you’ll prioritize the solutions based on their feasibility and the likelihood of success. ChatGPT helps you articulate the reasons behind your choices, which can increase your confidence in the decisions you make.

Understanding the Basics of ChatGPT

To begin, it’s essential to grasp the foundational elements of ChatGPT. At its core, ChatGPT is a variant of the GPT (Generative Pre-trained Transformer) model, designed to generate human-like text based on the input it receives. This capability is rooted in its training, which involves analyzing vast amounts of text data, allowing it to learn language patterns and context.

Key problem-solving techniques

  1. Contextual Understanding: ChatGPT excels in understanding the context of a conversation. This is achieved through its transformer architecture, which processes words in relation to all other words in a sentence, rather than in isolation. This contextual awareness enables ChatGPT to provide relevant and coherent responses.
  2. Advanced Data Processing: ChatGPT can analyze and process large datasets, making it invaluable for tasks that involve data interpretation. This includes summarizing information, translating languages, and even generating creative content.
  3. Adaptive Learning: While ChatGPT doesn’t learn in real-time post-deployment, its initial training includes reinforcement learning from human feedback (RLHF), which helps it adapt its responses based on the quality of its previous interactions.
  4. Handling Ambiguity: In situations where the input is ambiguous or incomplete, ChatGPT uses its trained ability to ask clarifying questions, ensuring the provided solution is as accurate as possible.

Practical applications

  • Customer Service: ChatGPT can handle a range of customer queries, from simple FAQs to more complex troubleshooting, providing quick and efficient responses.
  • Content Creation: For writers and marketers, ChatGPT can generate creative content, suggest ideas, or even draft entire articles.
  • Educational Assistance: Students and educators can use ChatGPT for explanations of complex topics, study guides, or language learning.

To make the most of ChatGPT, simply follow these steps:

  • Clearly define your problem or question.
  • Provide relevant context to help the model understand your specific situation.
  • Be open to follow-up questions from ChatGPT, as this can lead to more accurate solutions.

Word of caution!

ChatGPT is not infallible. It relies on the quality and scope of its training data, and sometimes, it may generate incorrect or biased responses. However, ongoing improvements and updates are made to minimize these issues and enhance its problem-solving abilities.

Tree of Thoughts problem-solving technique

The versatility of the “Tree of Thoughts” method is remarkable. It can be adapted to a variety of challenges, whether you’re trying to market digital products or attract customers to a new business venture.  The Tree of Thoughts is a problem-solving technique that visualizes decision-making processes, resembling the branching structure of a tree. This method is particularly effective in breaking down complex problems into smaller, more manageable parts, allowing for a systematic exploration of potential solutions. When integrated with ChatGPT, the Tree of Thoughts technique can significantly enhance the AI’s ability to assist in problem-solving across various domains.

At its core, the Tree of Thoughts involves mapping out a problem starting with a central idea or question, which then branches out into various factors or sub-questions. Each branch represents a different aspect or potential solution path to the main problem. This method encourages comprehensive exploration and helps in identifying connections between different elements of the problem.

When used with ChatGPT, the Tree of Thoughts technique can be employed in several ways:

  1. Idea Generation: ChatGPT can assist in expanding each branch of the tree with ideas, suggestions, and relevant information. For instance, if the central problem is about improving a product, ChatGPT can help brainstorm potential areas for improvement, such as design, functionality, or user experience.
  2. Exploring Scenarios: Each branch of the tree can represent a different scenario or decision path. ChatGPT can be used to explore the outcomes of each path, providing insights based on its vast knowledge base. This can be particularly useful in fields like business strategy or project planning.
  3. Clarifying and Organizing Thoughts: The Tree of Thoughts can become complex. ChatGPT can assist in organizing and clarifying each branch. This can involve summarizing information, providing definitions, or even suggesting additional branches or sub-branches for a more thorough exploration.
  4. Problem Decomposition: Complex problems can be broken down into smaller, more manageable parts using this technique. ChatGPT can aid in identifying these sub-problems and offer targeted solutions or information for each, making the overall problem less daunting.

To effectively use the Tree of Thoughts with ChatGPT, it’s important to clearly define the main problem or question at the outset. From there, you can work with ChatGPT to develop the branches, asking for input, explanations, or further questions to expand each branch. It’s also beneficial to periodically review and refine the tree, ensuring that it remains focused and relevant to the problem at hand.

By using ChatGPT and the “Tree of Thoughts” technique, you gain access to specialized advice that’s relevant to your specific challenges. You can critically assess solutions and develop strategies that pave the way for success. ChatGPT empowers you to overcome obstacles and achieve your goals while ensuring affordability and ease of use. With this tool, you have a strategic partner that can help you solve problems effectively and efficiently.

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How to Troubleshoot Common Tech Problems with Google Bard

Google Bard.

This guide is designed to show you how to use AI tools like Google Bard to troubleshoot common tech problems. Feeling overwhelmed and disoriented in the complex maze of technological challenges? It’s perfectly normal, as even the most experienced tech enthusiasts face their fair share of perplexing glitches and unexpected hiccups. However, there’s no need to fret. Introducing Google Bard, your amiable and resourceful AI assistant, standing by to navigate you skillfully through the intricate pathways of tech troubleshooting.

This comprehensive guide is designed to arm you with essential knowledge and effective tools, enabling you to confidently address a wide array of common tech issues. Whether you’re grappling with a laptop that’s lost its pep or a computer screen that’s behaving erratically, Bard is your reliable companion. Each section of this guide is meticulously crafted, offering step-by-step solutions and practical tips, all simplified by Bard’s expert assistance. So, prepare to embark on a journey to conquer tech troubles, with Google Bard lighting the way.

Identify the Problem

Before diving into solutions, clearly define the issue. Is your internet crawling slower than a snail in molasses? Is your phone screen displaying a kaleidoscope of colors? Is your printer spitting out confetti instead of documents? The more specific you are, the better Bard can assist.

Consult Bard’s Knowledge Base

Think of Bard as your personal tech encyclopedia. Ask him questions like “Why is my internet slow?” or “What does a blinking cursor on my phone mean?” Bard will draw on his vast knowledge base to provide explanations, potential causes, and even helpful troubleshooting steps.

Leverage Bard’s Search Power

Stuck on a problem Bard hasn’t encountered before? No worries! Bard can act as your supercharged search engine, sifting through forums, online guides, and official support pages to find the perfect solution for your specific issue. Simply tell him what you’re experiencing, and he’ll curate the most relevant and up-to-date information.

Translate Error Messages

Confusing error messages got you baffled? Don’t let them intimidate you! Bard can translate those cryptic codes into understandable language, explaining what went wrong and what you can do to fix it. Just copy and paste the error message, and Bard will decipher its meaning, often providing links to helpful troubleshooting resources.

Run Diagnostics with Bard

Bard can be your personal tech diagnostician! Depending on your device and issue, he can suggest built-in diagnostic tools or recommend online resources to test your hardware and software. This can help pinpoint the source of the problem and narrow down potential solutions.

Update Drivers and Software

Outdated drivers and software can cause a plethora of issues. Bard can remind you to check for updates and guide you through the process, ensuring your system is running with the latest and greatest software.

Consider Bard’s Creative Solutions

Sometimes, the best solutions are the most unconventional. Bard can think outside the box and suggest creative workarounds to get you back on track. Whether it’s a temporary solution until a fix is found or a nifty hack to improve your workflow, Bard is always thinking creatively.

Remember, Safety First

Before attempting any advanced troubleshooting, prioritize your safety. If you’re unsure about a particular step, don’t hesitate to consult a professional or Bard for advice. Remember, it’s always better to be safe than sorry!

Summary

Keep Bard as your tech buddy! The more you interact with him, the better he’ll understand your devices and preferences. This personalized learning will make him even more effective in assisting you with future tech woes.

With Bard as your guide, you’ll be equipped to tackle the most common tech problems with confidence. So, the next time your device throws a tantrum, remember, Bard is just a query away, ready to help you navigate the world of technology with ease and a smile.

Remember, this guide is just a starting point. Feel free to ask Bard any specific questions you have, and he’ll be happy to delve deeper into your tech troubles. Happy troubleshooting!

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How to troubleshoot common problems with your iPhone

common problems iPhone

This guide is designed to show you how to troubleshoot a range of common problems with your iPhone. The iPhone, renowned for its robust performance and multifaceted capabilities, is not immune to the occasional hiccup or technical difficulty, a common trait among sophisticated electronic devices. Experiencing issues with your iPhone can be a source of frustration, but there’s often no need for alarm. In this comprehensive guide, we aim to demystify some of the most frequently encountered challenges associated with iPhone usage. Our step-by-step approach is designed to help you navigate through these common problems, providing practical solutions and troubleshooting tips to get your device back in optimal working condition. Whether you’re facing a minor glitch or a more complex issue, this article is here to assist you in resolving these concerns efficiently.

General Troubleshooting Tips

Before diving into specific troubleshooting steps, here are some general tips that can help resolve many common iPhone issues:

  1. Restart your iPhone: Restarting your iPhone can often clear up minor glitches and software issues. To restart your iPhone, press and hold the side button (or the top button on older models) until the power off slider appears. Drag the slider to turn off your iPhone, and then wait a few seconds before turning it back on.
  2. Update iOS: Apple regularly releases iOS updates to fix bugs and improve performance. Make sure you’re running the latest version of iOS by going to Settings > General > Software Update, the latest version of iOS at the time of writing is iOS 17.1.2.
  3. Update your apps: Outdated apps can sometimes cause problems. Check for app updates by going to the App Store and tapping on the Updates tab.
  4. Force-close an app: If an app is unresponsive or causing problems, you can force-close it by swiping up from the bottom of the screen (on iPhones with a Home button) or swiping down from the top-right corner of the screen (on iPhones with a Face ID notch).
  5. Reset your iPhone’s network settings: If you’re having problems with Wi-Fi, cellular data, or Bluetooth, try resetting your iPhone’s network settings. To do this, go to Settings > General > Reset > Reset Network Settings.

Specific Troubleshooting Tips

Here are some troubleshooting tips for specific iPhone issues:

1. Battery life issues

  • Turn off background app refresh to prevent apps from constantly updating in the background.
  • Disable location services for apps that don’t need them.
  • Reduce screen brightness.
  • Use Wi-Fi instead of cellular data when possible.
  • Consider using a battery-saving mode if available.

2. Wi-Fi issues

  • Make sure your Wi-Fi router is turned on and working properly.
  • Restart your Wi-Fi router.
  • Forget your Wi-Fi network and reconnect to it.
  • Reset your iPhone’s network settings.

3. Cellular data issues

  • Make sure you have a cellular data plan.
  • Check your cellular data signal.
  • If you’re using an eSIM, make sure it’s activated and working properly.
  • Reset your iPhone’s network settings.

4. Bluetooth issues

  • Make sure your Bluetooth is turned on.
  • Make sure the Bluetooth device you’re trying to connect to is discoverable.
  • Forget the Bluetooth device and reconnect to it.
  • Reset your iPhone’s network settings.

5. App issues

  • Force-close the app and reopen it.
  • Update the app.
  • Uninstall the app and reinstall it.
  • Contact the app developer for support.

6. Camera issues

  • Close all other apps that are using the camera.
  • Restart your iPhone.
  • Clean the camera lens with a soft, microfiber cloth.
  • Reset your iPhone’s settings.

7. Audio issues

  • Check the volume level.
  • Make sure the speaker is not blocked.
  • Clean the speaker grill with a soft, microfiber cloth.
  • Try using a different pair of headphones or earbuds.
  • Restart your iPhone.
  • Reset your iPhone’s settings.

8. Charging issues

  • Make sure you’re using a certified Lightning cable.
  • Try using a different power outlet.
  • Clean the Lightning port on your iPhone with a soft, microfiber cloth.
  • Restart your iPhone.
  • Contact Apple support if the issue persists.

Seek Professional Help

If you’ve tried all of the troubleshooting tips in this article and you’re still having problems with your iPhone, it’s best to contact Apple support or visit an Apple Store for further assistance. They will be able to diagnose the problem and provide you with the best course of action.

Summary

We hope this article has helped you troubleshoot common problems with your iPhone. Remember to always keep your iPhone up to date with the latest iOS software, and don’t be afraid to contact Apple support if you’re having trouble. If you have any questions, tips, or comments, please let us know in the comments section below.

Image Credit: Samuel Angor

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Creating Autogen multi AI agent apps to solve problems

Creating Autogen multi AI agent apps to solve problems more efficiently

The quest for efficiency and optimization is a constant pursuit, however with the explosion of artificial intelligence over the last 18 months or so new methods of productivity and now more of available than ever. One such innovative approach is the use of AutoGen, a framework for building multi-agent applications. Learn more about AutoGen, its application in building multi-agent systems, its integration with Postgres for data analytics, and the pros and cons of its usage. It also explores the future improvements and applications of AutoGen.

AutoGen is a framework that enables the development of large language model (LLM) applications using multiple agents that can converse with each other to solve tasks. These agents are customizable, conversable, and seamlessly allow human participation. They can operate in various modes that employ combinations of LLMs, human inputs, and tools. This dynamic and modular system allows each “agent” to perform specific tasks, thereby improving efficiency and allowing for more complex operations.

Creating multi AI agent apps

The IndyDevDan YouTube channel has created a fantastic tutorial showing how you can create a multi-AI Agent system using AutoGen at its core.

“In this video we enhance our AI charged Postgres Data Analytics agent backed by GPT-4 and we make it MULTI-AGENT. By splitting up our BI analytics tool into separate agents we can assign individual roles as if our AI was a small working software data analytics company. We build a data analytics agent, a Sr Data Analytics agent, and a Product Manager Agent. Each agent has a specific role and we can assign them special functions that only they can run.”

“Of course, we utilize our favorite AI pair programming assistant AIDER to generate a first pass of our code in no time with the help of a couple prompt engineering techniques. We build in python and use poetry as our dependency manager. Our goal is to move closer to the future of AI engineering and build a fully functional AI powered data analytics tool with ZERO code. Agentic software is likely the future, so let’s stay on the edge of AI engineering and build a multi-agent data analytics tool with AutoGen.”

Other articles we have written that you may find of interest on the subject of AutoGen and AI agents :

In a typical multi-agent application built with AutoGen, there are various agents like a Commander, a Writer, and a Safeguard. Each agent has a specialized function. For instance, the Commander generates the SQL query, the Writer runs the SQL and generates the response, and the Safeguard validates the output. This role specialization enhances the efficiency of the system.

One of the key features of AutoGen is its integration with a PostgreSQL database and the OpenAI API for natural language queries. This integration enables the user to run SQL queries through natural language prompts, simplifying the process of data querying. Multiple agents collaborate to ensure that the generated SQL queries are correct and meet the requirements, thereby enhancing data validation.

Improving productivity and problem-solving

AutoGen is designed to be flexible and adaptive. It can adapt to different configurations and problems, allowing for a more robust and versatile tool. This adaptability also contributes to the scalability of the system, enabling it to handle more complex scenarios, such as joining tables and generating reports. However, like any technology, AutoGen has its challenges. The costs associated with running multiple agents can be significant. Additionally, debugging multi-agent systems can be complex due to the interdependencies between agents.

Despite these challenges, AutoGen holds immense potential for future improvements and applications. It simplifies the orchestration, automation, and optimization of complex LLM workflows, thereby maximizing the performance of LLM models and overcoming their weaknesses. It supports diverse conversation patterns for complex workflows, allowing developers to build a wide range of conversation patterns. AutoGen also provides an enhanced inference API, offering a drop-in replacement of `openai.Completion` or `openai.ChatCompletion`. This feature allows easy performance tuning, utilities like API unification and caching, and advanced usage patterns, such as error handling, multi-config inference, context programming, etc.

AutoGen is a powerful tool for building multi-agent applications. It offers a generic multi-agent conversation framework that integrates LLMs, tools, and humans, enabling them to collectively perform tasks autonomously or with human feedback. While it has its challenges, the potential benefits and future applications of AutoGen make it a promising technology in the quest for efficiency and optimization.

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