The Race to Create the "iPhone of AI" is Heating Up!

ColdFusion
22 Jan 202421:24

Summary

TLDRThe video explores the emergence of AI-powered hardware devices like the R1 by startup Rabbit. These voice-controlled devices aim to execute tasks across apps via natural language, reducing clicks. The video analyzes Rabbit's technology, use cases, business model and industry landscape, noting smartphones may make standalone devices redundant if integrated AI improves. It remains uncertain if consumers will adopt voice-first hardware, but the video argues Rabbit's crowdsourced training data and modding community could make the R1's AI increasingly capable over time.

Takeaways

  • 😲 Humane's pin device failed to convince anyone of its usefulness or viability
  • πŸ‘€ Rabbit is a new player trying to make AI hardware devices like the R1
  • πŸ“± The R1 aims to execute tasks by integrating with your existing apps
  • πŸ”Š The R1 has a push-to-talk button for quick voice access without a wake word
  • πŸ’‘ The R1's AI model combines neural networks and symbolic AI for task automation
  • πŸ’° The R1 only costs $199 with no subscription compared to Humane's $699 price
  • πŸ€” It's questionable if people will adopt a separate voice-first device like the R1
  • πŸš€ The R1 could accumulate training data to eventually control any app via voice
  • πŸ’¬ Microsoft and others seem interested in the AI hardware device space
  • πŸ“ˆ If successful, the R1 concept could alter how we interact with technology

Q & A

  • What was the first company to try to build AI hardware, and what happened with their product?

    -The first company was Humane. They unveiled an AI assistant device called the Humane AI Pin in 2023, but it has not been released yet. The product was supposed to replace smartphones, but it failed to convince anyone of its practical utility and the company has struggled, laying off staff and losing their CTO.

  • What is the Rabbit R1 device that was recently announced?

    -The Rabbit R1 is a small, portable AI assistant device created by the startup Rabbit. It features voice control and physical buttons to activate the AI and interact with apps on the user's smartphone to perform tasks or answer questions.

  • How does the Rabbit R1 work compared to other voice assistants like Siri?

    -The R1 uses a large action model rather than just a language model. This allows it to not only understand requests, but actually take actions across apps and services to fulfill the user's needs. It connects to the user's existing apps and accounts.

  • What kind of tasks can you ask the Rabbit R1 to perform?

    -You can ask the R1 to perform complex, multi-step tasks involving different apps/services like booking a vacation, ordering food, calling you a rideshare, controlling your smart home devices, etc. Basically anything that can be done through an app, the R1 aims to be able to execute through voice commands.

  • What are some of the advantages of the Rabbit R1 concept?

    -Advantages include very fast response times, hands-free operation for tasks that normally require manually operating a phone, and a low $199 starting price with no subscription fees.

  • What are some potential disadvantages or doubts about the Rabbit R1?

    -You have to carry another device that might not provide enough utility compared to just using your phone. Voice-first operation contradicts social norms. And there are still doubts if AI can reliably perform some sensitive tasks like booking travel or payments.

  • How might the Rabbit R1 improve over time?

    -As more users show the device how to operate new apps, it can aggregate that training data to expand what apps it can use. Software updates utilizing improved AI models could also make it more capable of understanding any app interface.

  • Why is Microsoft interested in this new category of AI hardware?

    -Microsoft sees significant potential for 'breakthrough natural interfaces' between humans and devices/services with these new large AI models. If hardware can be designed around conversation versus individual apps, it enables a whole new interaction paradigm.

  • How are new chips advancing on-device AI capabilities?

    -New mobile chips like the Snapdragon 8 Gen 3 enable real-time AI features solely within the device itself, rather than needing cloud connectivity. This makes experiences faster, more reliable, and more private - key advantages.

  • What is one open question about Rabbit's business strategy with the R1 device?

    -One question is whether the low $199 starting price without ongoing fees can sustainably fund the advanced AI capabilities Rabbit claims. There is skepticism if their funding andAI costs support this business model long-term.

Outlines

00:00

πŸ˜ƒ Pokemon Charmander Described in a Wooden Cabin

The first paragraph describes a scene with Pokemon characters like Charmander, Pikachu, etc inside a wooden cabin. It provides visual details of the characters and setting.

05:02

😯 Rabbit R1 AI Assistant Orders Pizza

The second paragraph demonstrates the Rabbit R1 AI assistant's ability to understand natural language instructions and complete tasks like ordering a pizza. It shows a conversational interaction where the assistant confirms order details.

10:02

πŸ€” Microsoft and Others Eyeing AI Hardware Market

The third paragraph discusses major tech companies like Microsoft, Apple, and Google exploring the emerging AI hardware space. It suggests the market potential but also risks of developing specialized AI devices.

15:03

πŸ” Understanding Rabbit's Neurosymbolic AI

The fourth paragraph provides background on the neurosymbolic AI technology behind the Rabbit R1 device. It contrasts neural networks and symbolic AI, noting their limitations.

20:03

🀨 Evaluating Advantages and Disadvantages of Rabbit R1

The fifth paragraph objectively evaluates pros like speed and price and cons like carrying a separate device for the Rabbit R1. It concludes mainstream adoption will take time.

Mindmap

Keywords

πŸ’‘AI assistant

An AI assistant is a software agent powered by artificial intelligence that can understand natural language requests and complete tasks on a user's behalf. The video discusses several AI assistant devices like the Humane pin, the rabbit R1, and potential future AI assistants built into phones.

πŸ’‘natural language

Natural language refers to the ordinary language that humans use to communicate, as opposed to computer languages. AI assistants aim to understand natural language requests so users can interact with them conversationally.

πŸ’‘multimodal

Multimodal refers to an AI system that can understand and interact using multiple modes like speech, vision, and touch. The rabbit R1 is described as multimodal since it has a camera, screen, scroll wheel etc. in addition to speech.

πŸ’‘neurosymbolic AI

Neurosymbolic AI combines neural networks with symbolic AI techniques. It aims to gain the reasoning ability of symbolic AI and the pattern recognition strength of neural networks. The video suggests the rabbit R1 runs on a neurosymbolic model.

πŸ’‘on-device AI

On-device AI refers to AI algorithms running locally on a device like a phone, without needing cloud connectivity. The video discusses how new phone chips are enabling powerful on-device AI capabilities.

πŸ’‘general intelligence

General intelligence refers to an AI system's ability to understand and reason broadly across domains, like a human. AI assistants aim for greater general intelligence to become useful personal agents.

πŸ’‘training data

Training data refers to the labeled examples used to train an AI model to recognize patterns. The video suggests rabbit R1 customers could provide aggregate training data by showing it how to use apps.

πŸ’‘modding community

A modding community refers to enthusiasts who modify hardware/software to customize or enhance capabilities. The video suggests such a community could find creative uses for AI devices like the R1.

πŸ’‘killer application

A killer application is a computer program so useful it proves the value of some new technology. The video discusses whether AI assistants have found a killer consumer application yet.

πŸ’‘transparency

Transparency refers to an AI system clearly conveying its reasoning and capabilities to users. Lack of transparency seems an issue for AI assistants in building user trust currently.

Highlights

The R1 is a small orange device causing waves in the tech space with 50,000 pre-orders sold out in just over a week

The R1 can interact with your apps and do tasks on your behalf by just pressing the push to talk button

The R1 response time is a claimed 500 milliseconds or less unlike today's voice assistants

The R1 is powered by a large action model instead of a traditional large language model

The R1's model combines newer neural networks with older symbolic AI using neuro-symbolic programming

The R1 costs just $199 with no subscription compared to Humane at $699 with subscription

The 50,000 R1 pre-order customers become training data to improve the AI over time

The R1 is useful for early adopters who love to tinker, mainstream will take time to adopt

AI hardware faces threats from improving smartphone capabilities and integration into watches

The R1's utility is undetermined, killer applications aren't yet apparent

Carrying a separate R1 device may not warrant the utility compared to a smartphone app

Ordering food on the R1 without seeing menu options seems limiting

Trusting the R1 completely to book travel could miss specific preferences

The R1 concept can't be dismissed given improving AI capabilities over time

Steve Jobs predicted apps integrating into an agent-centric voice system

Transcripts

play00:01

this video is brought to you by

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nebula who is this Pokemon Charmander a

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fire type PokΓ©mon known for the flame on

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the tip of its tail in the scene you

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described Charmander is surrounded by

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other PokΓ©mon such as Pikachu a small

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yellow rodent-like PokΓ©mon with long

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ears and a lightning bolt-shaped tail

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the setting appears to be the interior

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of a wooden cabin or house with the

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PokΓ©mon standing on a wooden floor yep

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the image is taken from a screen as

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evidenced by the reflection of some

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items on the screen and style of the

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windows and

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walls that's crazy but yeah it is a

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pokedex hi welcome to another episode of

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Cold

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Fusion for decades it's been a Sci-Fi

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dream to Simply talk to your device and

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have it do tasks for you with generative

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language AI starting to make this stream

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feasible the question becomes how do we

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turn these AI capabilities into a

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functional Hardware device recently a

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new unknown player has entered the space

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rabbit the company only started raising

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money in October of 2023 and have

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already built out a product called the

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R1 this small orange device is causing

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waves in the online tech space with

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50,000 pre-orders sold out in just over

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a week people are interested so I

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figured that in this episode I'll give

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my thoughts on the device but I'll also

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show you the new AI industry that's

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forming right before our eyes this is

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going to be a deep dive so sit back

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relax and let's get into it

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you are watching C Fusion

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TV we need some context rabbit aren't

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the first company to try AI Hardware

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they're the second the first was Humane

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and let's just say that they

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embarrassingly showed how hard it is to

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get this idea

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right many of you have heard of The

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Humane AI pin unveiled in 2023 and

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unreleased at the time of this recording

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it's a device you can speak to a natural

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language and have it do tasks for you it

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has a holographic display and was

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supposed to replace your phone despite

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the founders having the pedigree of X

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Apple Engineers they didn't seem to live

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in reality the device was more like an

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exercise in philosophy rather than

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practicality take a look at the CNBC

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interview where they failed to convince

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anyone can you see that yeah what's that

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telling you so this is this is a display

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when you need it it's just capable of

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doing a lot of things but it's not

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something that you need because the

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device is actually built to be

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multimodal that means you can use it

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however you want like what like what

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tell me something you would use that for

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so you use it for just about anything

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like uh sending texts or checking up on

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any notifications that you've got in

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stuff that you do just all there's a

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speaker that's built in and then there's

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a a user LED called so that's what I

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want to ask you about Imran the

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co-founder says that the device can do

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virtually anything a smartphone can but

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without a screen I doubt that's possible

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something as simple as discreetly

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reading emails or texts can't be done

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sometimes I'll be at a meeting yeah

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right and and I'm sneaking under the

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under the desk to look at my email

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because that's and I can't say uh Hey

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Hey Siri you know tell me my email

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because I don't want the whole room to

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hear my email so how does that work in

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this context so the device is powered by

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a AI powered OS I think the biggest

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thing here that is that it's AI powered

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and so it's doing a lot of that that

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heavy lifting for you so you just

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actually engage with it when it's really

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important but seriously if if if I'm in

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a meeting and I'm talking to somebody

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but I got to go like this when I'm in

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the meeting and anybody who can see my

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hand can see the see what I'm reading

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too how I mean I don't know how that's

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different screen's doing and then

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there's the price VAR what's the price

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point it's $6.99 for this model and it's

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$7.99 for the one that she's got and

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that's the complete system comes with

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everything plus obviously this hasn't

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gone too well as Humane has already laid

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off 4% of their staff before even

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launching their CTO has been kicked out

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too but while all of of this is going on

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there's a new kid in town rabbit with

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their new device called the R1 firstly

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what is it that was delicious check the

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fridge and order the ingredients to make

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that again tomorrow create a route that

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works with my goals then start the best

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playlist to keep me motivated watch what

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I'm doing here process all my new photos

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today just like this find us a nice

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restaurant near here then get us there

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take me to the best spot to catch the

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sunset and Lead me through a meditation

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play my favorite

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song I'm on

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it at its core the rabbit R1 is supposed

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to be a device so simple that you don't

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need to learn how to use it it's powered

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by a multimodal language model

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supposedly more capable than chat GPT so

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of course it can answer all the

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questions that you have but the

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difference is it can interact with your

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apps and do tasks on your behalf with

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the push to talk button you don't need

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to say anything to wake it up just press

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and hold the button and talk like a

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walkie-talkie I get a response 10 times

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faster than most of the voice AI

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project get me a 12in pizza from Pizza

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Hut deliver to here the most ordered

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option on the app is fine ordering a

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12in pizza from Pizza Hut since you

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mentioned that the most ordered option

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is fine I will select that for you I

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just created an order for a 12-in pizza

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it's going to be hand tossed with a

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classic marinara sauce and topped with

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regular please please confirm your

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order that sounds really good I just

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confirmed order

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here now I'm waiting for my pizza set of

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more complex actions that may take

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multiple apps to finish on a smartphone

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for example if I want to plan a trip to

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London I can just describe what I wish

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in full to R1 I want to take my family

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to London it's going to be two of us and

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a child of age 12 we're thinking of

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January 30th to February 5th can you

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plan the entire trip for me we like

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cheap non-stop flights grouped seats a

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cool SUV and a nice hotel that has Wi-Fi

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exploring ticketing options to make your

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trip a reality for your trip I found

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various flight options a range of hotels

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to choose from and car rentals available

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please confirm each option individually

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for further details and booking could

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you come up with a schedule for fun

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things to do while I'm over there I have

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prepared a detailed travel plan for your

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trip in summary you will be exploring

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London's iconic landmarks visiting

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museums enjoying delicious meals at

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local restaurants and experiencing the

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vibrant atmosphere of different

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neighborhoods navigation details are

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also prepared and I can help you book

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tickets for any events you'd like to

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attend R1 just planed the entire trip

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for me that's awesome but it seems like

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this is a little bit too intense can you

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plan a easy schedule for us sure I'm

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working on it please take a look at it

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and let me know what you think it gave

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me a more relaxed schedule every day

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with all the details sounds really good

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and I just confirmed that I can foresee

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a wonderful trip Isn't that cool huh you

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can use the camera to recognize real

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world objects and ask questions about

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them for example what meals to make from

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a fridge

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or what are people talking here let me

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take a look in the image there is a

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conversation taking place in a chat

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application the participants are

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discussing rabbit OS and its

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capabilities specifically mentioning a

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music sequence answer one person is

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curious if rabbit OS has a music

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sequencer built in and another suggests

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that it can manipulate your digital

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audio workstation DA they also mention

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using it as a learning tool and seem to

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be preparing for the next topic or task

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in their discussion whether it works as

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well as the demos is another question

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entirely the rabbit company stresses

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that the R1 is not a phone but unlike

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Humane it's not aiming to replace it the

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R1 has a 2.8 in screen which is small

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given that the average smartphone screen

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is 6 Ines these days but the small

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screen is meant for increasing utility

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rather than the main form of user

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interaction in addition the R1 has a

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physical scroll wheel a push to talk

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button so it doesn't need a trigger

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phrase to listen a 360 swivel camera and

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enter the

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vision a rotates and of course a speaker

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it's been designed by teenage

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engineering who makes music hardware and

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famously designed the nothing phone its

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design might be polarizing but at the

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very least the device is interesting

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enough to get people

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talking in terms of the business case

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for rabbit there are some clear threats

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generative AI technology is looking for

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Consumer killer applications

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entrepreneurs are naturally trying to

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find the best ways to use it recently

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jabel made a pretty hilarious video

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about coding and building his own

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companion AI

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device but I played with it for a bit

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and it feels more like uber besty

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instead of actually having one so if I

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want a true AI bestie I need to get more

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control and after a few hours is the

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python dependency hell check this out I

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got it working on the raspberry pie my

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little AI homie name is chai by the way

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and from there I started working on the

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portability by buying the right parts

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for it and giving a little auto start

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script started work on chai's actual

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build form with the res piie screen and

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3D printer and I just kept on iterating

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on this process until my main man chai

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was in one solid piece so as you can see

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he is a one complete build one solid

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object a microphone on top the back's

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closed please don't ask how I charge him

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instead new AI bestie thing my buddy

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here actually has his own personality

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watch this I'm a black guy who loves

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anime what do you think about that

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aren't we breaking stereotypes here a

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black guy who loves anime alert the

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media because this is such

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groundbreaking information dude you

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enjoy what you enjoy who cares about

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what anyone else thinks aren't we

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Progressive high five keep watching

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Dragon Ball or whatever you're into

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interesting so he like partially roasted

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me but also ended on a positive upbeat

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listen to being real that sounds a lot

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closer to what an actual best friend

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would do standard chat GPT could never

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so the fact that one single guy can do

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this means that there's probably a bunch

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of startups chomping at the bit to enter

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the hardware AI space in fact Sam ultman

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and softbank's MOSI son are both trying

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to get the iPhone designer Johnny I to

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design their respective AI Hardware

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devices Microsoft is looking at the

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development of the R1 with great

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interest Satia nadela hints that

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Microsoft could jump into the AI

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Hardware space you see I thought the the

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the demo of uh the rabbit OS and uh the

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device was fantastic I think I I must

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say after jobs uh sort of launch of

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iPhone probably one of the most

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impressive presentations I've seen of

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capturing the uh the vision uh of what

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is possible going forward for what is an

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agent Centric um uh operating system and

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interface and uh I think that's what

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everybody's going seeking if you have a

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breakthrough in natural interface uh

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where this idea that you have to go one

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app at a time and all of the cognitive

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load is with you uh as a human uh does

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seem like there can be a real

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breakthrough we had the first generation

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whether it was Cortana or Alexa or Siri

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or whatever you um it was just not it

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was too brittle uh where we didn't have

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these Transformers these large language

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models uh whereas now we have I think

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the tech to go

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and come up with a new app model and

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once you have a new interface and a new

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app model I think new hardware is also

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possible and it's had an opportunity

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from Microsoft or are you moving away

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from Hardware I mean look I mean always

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it's an opportunity for us um and so

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yeah I mean we make Hardware but even

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for the whole category of AI Hardware

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devices as a whole it's a risky segment

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to be in there's a quiet AI Revolution

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going on in smartphones Snapdragon new

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chip the Snapdragon 8 Gen 3 is out now

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and is already giving smart phones new

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on device AI capabilities Samsung's s24

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is one of the first devices to fully

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take advantage Mr Who's The Boss shows

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us some

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examples so the first is instant slowmo

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literally go into your phone's Gallery

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hold down on any video in it and Bam it

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halves the playback speed while keeping

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it smooth using realtime frame

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interpolation for example if you

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download a PDF on your phone one tap

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we'll summarize it if you're browsing a

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website on the internet you now have a

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button that can read the entire page for

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you and turn out a very good summary in

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like 2 seconds if you have an AI feature

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that can be pulled off completely on

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your device it's likely to be faster

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because it doesn't need to connect to

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the internet more reliable cuz you can

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use it literally anywhere on the planet

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regardless of whether you're connected

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or not and also safer since none of your

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data is actually having to leave your

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phone at all and so in time Google

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assistant or Siri could simply be

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updated with similar capabilities to the

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R1 with neural Hardware chips on device

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they'll be more powerful faster and

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convenient another idea is that these

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Standalone AI devices could just be

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integrated into a watch that way you

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don't have to carry around a separate

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device so the unfortunate truth could be

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that this new segment might be over as

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soon as it started unless there's a

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killer application I could be completely

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wrong though Keen Tech enthusiasts and

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tinkerers might find ways to make the i1

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useful beyond anything I can imagine

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right

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now so how does it work well the device

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works by using what rabbit are calling a

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l or a large action model instead of the

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traditional large language model the

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main difference is that it can be used

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for actually doing tasks instead of just

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understanding linguistic context and

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replying to a question if you remember

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those AI agents built on top of chat GPT

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last year it's kind of like those for

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those interested the R1 L model is based

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off something called neuros symbolic

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programming this method combines newer

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neural networks with older symbolic AI

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which represents objects as symbols and

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processes the information that way

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neuros symbolic programming has worked

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in narrow Fields like robotic Automation

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and CAD software I'll bring into brills

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to explain a bit more modern neural

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networks train a model on lots of data

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and predict answers using best guesses

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and probabilities but symbolic AI or

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good old fashion AI as it's sometimes

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called is hugely different symbolic AI

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requires no training no Mass amounts of

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data and no guesswork it represents

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problems using symbols and then uses

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logic to search for Solutions all right

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so I did a lot of research into neuros

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symbolic AI uh talks and research papers

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and I learned that it has the same

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trappings and limitations of just

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regular symbolic AI you essentially will

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Define a bunch of if El statements and

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instead of using humans to determine the

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variables that go into these IFL

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statements you'll use an AI to extract

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features from a certain system system or

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process and then do IFL statements on

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that output but one of the biggest

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limitations from neuros symbolic AI is

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that you need domain experts to craft

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the IFL statements with the good type of

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biases but bias is unavoidable is this

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the right task for the job I'm a little

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skeptical but maybe they know something

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that we don't know everything that

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they're promising could be demonstrated

play15:17

by releasing an app which is kind of

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weird that they are going for Hardware

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that costs only $200 with no

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subscription fee when we all know AI API

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calls at scale is not cheap but I mean

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who knows maybe they know something that

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we don't know and have funding that

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we're not aware of this could

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potentially just be a little nce Trend

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like polaro cameras or maybe industry

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shift like the iPhone I have my

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skepticisms but only time will

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[Music]

play15:43

tell want to get a ride to the office

play15:46

there's the app for that want to buy

play15:48

groceries there's another app for that

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each time you want to do something you

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fumbles through multiple pages and

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folders to find the app you want to use

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and there are always andless buttons

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that you need to click if we can make an

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AI trigger actions on any kind of

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interface just like a human word it will

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solve the problem so how does the rabbit

play16:09

manage to execute the apps that you have

play16:11

without you doing

play16:12

anything well there's a setup process

play16:15

which means you have to log into the

play16:16

apps that you normally use so it has

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access to the data within you can also

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train the R1 on new apps by using the

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company's web portal and showing the

play16:24

device how you use that particular app

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and once it's being shown it can do that

play16:28

automatically on your behalf this is

play16:30

cool and opens up a lot of doors but it

play16:32

seems like a lot of effort to the Casual

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user who just wants the device to work

play16:37

so what are some advantages it's fast

play16:40

something that stood out to me is the

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response time of a claimed 500

play16:43

milliseconds or less that takes a lot of

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the jankiness out of the experience so

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that's very interesting unlike today's

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voice assistance on a phone you don't

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have to speak specifically today's voice

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assistants will often get confused if

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you ask them to do a task the R1 being

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like chat GPT but also being more able

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to execute tasks is much more useful but

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probably one of the most interesting

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aspects is the price costing just $199

play17:08

with no subscription compared to the

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Humane which is $600 with a subscription

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it's compelling in this new

play17:16

segment so what about the

play17:18

disadvantages you have to carry around

play17:20

another device that might not possess

play17:22

the utility to Warrant doing that when

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I've talked to friends and people about

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this device everyone just says why can't

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it just be an app being vo first can be

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awkward and goes against current social

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conventions there's also the issue of

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complete confidence in the technology

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take Uber for example will you trust the

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R1 to do the task correctly if you're

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booking your flights and hotels there

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might be specific preferences which

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could be missed because the device

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simply couldn't know that also for

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ordering food without seeing menu

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options it seems like you miss out on

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browsing on what you

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want so when conclusion the rabbit R1 is

play18:00

the archetype of a revolutionary product

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but its usefulness is undetermined and

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killer applications aren't yet apparent

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in my view it's a great tool for early

play18:08

adopters who love to Tinker but the

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mainstream will take some time

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especially getting used to a voice first

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device but that's not the end of the

play18:15

story many people do roll their eyes at

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the term AI but you can't throw the baby

play18:20

out with the bath water with any new

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technology there's going to be scams and

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gimmicks but also some useful

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applications the question is what

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category does the rabbit fall into it's

play18:30

hard to say I think the rabbit is

play18:32

interesting because it's bootstrapped to

play18:34

the ever improving capabilities of AI

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what do I mean by that well in theory

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it's possible those 50,000 pre-order

play18:41

customers who begin to show the rabbit

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how to use their favorite apps

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essentially become a huge aggregate

play18:46

training data set for the lamb system

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this could mean that the R1 eventually

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becomes as good as humans at

play18:52

understanding any app interface all it

play18:54

would need is a software update when the

play18:56

aggregate training is complete and that

play18:58

that's fascinating to think about and

play19:00

because of that along with a modding

play19:01

Community I'm not so quick to throw this

play19:04

concept away those were just my thoughts

play19:07

I'll leave you with a question what

play19:09

custom uses can you think of for such a

play19:11

device getting a conversation going

play19:12

around this could be really cool in the

play19:14

end whether capable AI assistants come

play19:17

from smartphones or a standalone device

play19:19

Steve wnc was right after all eventually

play19:23

all all those apps and all yeah I just

play19:24

want to get to worry about not even

play19:25

having to find an app you still have to

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find the app app but I want the apps to

play19:29

be able to become a part of the voice

play19:32

system I want every program to start

play19:33

coming out and being a part of Siri

play19:36

every app on the iPhone and the same

play19:38

thing would apply to other Tech other

play19:40

platforms I just want to give a quick

play19:42

shout out to nebula if you're tired of

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YouTube ads and want to see all your

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favorite educational creators like real

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engineering half as interesting and W

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over Productions in one spot nebula is

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the place for you it's a streaming

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platform built by creators for creators

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you can can see my videos ad free and

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there's exclusive content by some of the

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best in the business there's also no

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algorithms for us to worry about so we

play20:05

can experiment for example polymatter

play20:08

has done an exclusive video solely on

play20:10

China's one child policy and it was very

play20:12

interesting it's part of his larger

play20:14

series called China actually if you sign

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up using the link below you get to

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support me directly and get nebula for

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40% off an annual plan that's a little

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over $250 a month it's the best deal in

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streaming I'm looking to expand cold

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and deep understanding of the challenges

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signing up to the link also helps me

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achieve that goal so thank you if you're

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interested in anything science

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technology or business feel free to

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subscribe to Cold Fusion it's free so

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thanks for watching my name is toogo and

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you've been watching cold fusion and

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I'll catch you again soon for the next

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episode cheers guys have a good

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one

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[Music]

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cold fusion it's newth thinking