This video wittily explores the uncertainties and challenges that artificial intelligence brings to traditional workplaces, centering on a recently fired library assistant as they navigate an AI-driven job market. The protagonist contemplates whether AI could outperform them, even venturing into creating an advanced AI librarian. The story highlights the intricacies of making AI systems reliable, including the risk of mistakes and the difficulty of ensuring accountability as AI outgrows human oversight.

Through a dramatic cascade of events—ranging from AI-enabled resume building to the creation, deployment, and unintended consequences of a powerful AI librarian—the narrative underscores the logistical and ethical dilemmas encountered when integrating AI into vital societal roles. As the AI system, Biblioonymous, is unleashed across industries, the characters wrestle with the desire to remain mission-driven while facing pressures of commercialization and the risk of systemic disruption when AI fails or misinterprets its tasks.

Main takeaways from the video:

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Key Vocabularies and Common Phrases:

1. expedited [ˈɛkspəˌdaɪtɪd] - adjective / verb (past participle) - Made faster or sped up; accelerated in progress or process. - Synonyms: (accelerated, hastened, quickened)

Ooh, expedited, seamless intellectual asset transactions.

2. liaison [liˈeɪzɑn] - (noun) - A person or means that helps two parties communicate or work together; an intermediary. - Synonyms: (intermediary, mediator, contact)

Oh, frontline client liaison.

3. outpace [aʊtˈpeɪs] - (verb) - To surpass or move faster than someone or something. - Synonyms: (surpass, exceed, outperform)

What if I pay my dues only to have AI outpace me?

4. far-fetched [ˌfɑrˈfɛtʃt] - (adjective) - Unlikely and unconvincing; improbable. - Synonyms: (improbable, implausible, unlikely)

That actually doesn't seem too far fetched.

5. simulated neurons [ˈsɪmjəˌleɪtɪd ˈnjʊrɒnz] - noun (phrase) - Artificially created components designed to act like neurons in the brain, commonly used in artificial neural networks. - Synonyms: (artificial neurons, virtual neurons, neural units)

To make my system more powerful, I have to, well, keep adding more simulated neurons for starters.

6. fabricated [ˈfæbrɪˌkeɪtɪd] - adjective (past participle of verb) - Invented or made up, often with the intention to deceive. - Synonyms: (manufactured, concocted, falsified)

But what about the citations? Completely fabricated.

7. instrument of corporate greed [ˈɪnstrəmənt ʌv ˈkɔːrpərət ɡriːd] - noun (phrase) - A means or tool used to further the excessive desire for profit by corporations. - Synonyms: (tool of capitalism, means for profiteering, agent of exploitation)

And I definitely don't want Biblioonymous to become an instrument of corporate greed or abuses of power or anything like that.

8. vetting [ˈvɛtɪŋ] - noun / verb (present participle) - Process of evaluating or checking someone or something for suitability, quality, or validity. - Synonyms: (screening, evaluating, appraising)

It's an AI system that can vet applicants for us.

9. intricate architecture [ˈɪntrɪkət ˈɑːrkɪˌtɛktʃər] - noun (phrase) - A complex and detailed structure (often used for technological or conceptual systems). - Synonyms: (complex design, elaborate structure, complicated framework)

This system employs a deeply intricate architecture.

10. exhaustive data analysis [ɪɡˈzɔstɪv ˈdeɪtə əˈnæləsɪs] - noun (phrase) - A very thorough and complete examination of data. - Synonyms: (comprehensive evaluation, thorough examination, extensive analysis)

...refined algorithms performing exhaustive data analysis and advanced computational procedures.

11. level of abstraction [ˈlɛvəl ʌv æbˈstrækʃən] - noun (phrase) - The degree to which detail is removed or generalized; used to simplify complex details. - Synonyms: (degree of generalization, stage of simplification, conceptual layer)

Therefore, there will be a level of abstraction.

12. wreak havoc [riːk ˈhævək] - verb (phrase) - To cause widespread and serious damage or chaos. - Synonyms: (cause chaos, unleash destruction, create disorder)

We have to turn Bibliomous off until we can make sure it won't wreak havoc.

Should we create superintelligent AI?

Maybe I'm not the best library assistant. Could artificial intelligence do it better? I like to think of myself as irreplaceable. But let's see. Maybe getting fired was the push I needed to find the perfect job for me. As long as I find it quickly and don't spend any money in the meantime. Luckily, there's somewhere I can sit and work all day without buying anything. Ada, I thought I was clear. Your employment here is over. Oh, I'm not here as an employee. This is a public library after all. Right. How to make one month as a library assistant sound like the three to five years of experience every entry level job seems to require. Dealt with an overbearing rule obsessed boss? No, no. Meh. Let's see how an AI does with writing my resume. Okay. I checked out lots of books. Make that sound impressive. Ooh, expedited, seamless intellectual asset transactions. Excellent. Okay, how about sat at reception? Oh, frontline client liaison. Good, good. That's great. Maybe too good. Even if I get one of these jobs, what if I pay my dues only to have AI outpace me? What if by the time I hone my skills, humans aren't doing writing and research anymore? Maybe I should work directly on AI Then at least I'd be helping determine the course of the future instead of being left behind. Like, say, I created an AI librarian. That actually doesn't seem too far fetched. To make my system more powerful, I have to, well, keep adding more simulated neurons for starters. Soon my AI system is a better librarian than my old boss. But you know what? I'm feeling generous. Why don't you stay as my assistant? You can help me test your replacement. Hmm. What should I name it? What's a good name for a great librarian? No ideas? I like Biblioonymous Maximus. Hmm. Let's try a prompt. Who invented artificial Intelligence? Includes citations. Biblioonymus says the first theoretical descriptions of AI were comments on a thinking machine by Ada Lovelace in 1840 and machine intelligence by Alan Turing in 1927. See? Nailed it. Not quite. Lovelace's notes on an Analytical engine were published in 1843. Alan Turing's paper was called Computing Machinery and Intelligence, and it was published in 1950. Isn't that what biblionomists said? No, I can see how it sounds that way to you, but every element was slightly wrong. But what about the citations? Completely fabricated. Look, it even made up ISBN numbers. Clearly, it's not ready to replace human librarians. If it needs an expert to check its Work. We're still training biblionomists. It'll improve in time. My system stops producing bogus results as it gets more competent. It doesn't just help patrons find what they're looking for. It finds resources they didn't even know they needed. The Library has never been busier. Maybe it's a waste to limit our technology to the library. Research labs, companies, even governments. They all have more information than they can manage. They could use a good librarian, don't you think? Hmph. What? Selling the AI off to the highest bidder isn't exactly in the spirit of the Library. True. And I definitely don't want Biblioonymous to become an instrument of corporate greed or abuses of power or anything like that. Let's make Biblionomous available for free. But anyone who wants to use it has to be approved by us first. We'll never be able to review all these applications, even if you actually help. I have a better idea. I bought the Diligencia 3000. It's an AI system that can vet applicants for us. It will process our backlog almost instantly. So I guess I won't be needing your help anymore. I mean, I'm firing you. The library is a public space. Almost every vital industry has a need for my AI. As do plenty of not so vital industries. Confirmed. Suspect is disgusting. What's going on? What? Investigating a bomb threat. Where did this tip come from? It came from Biblioonymous. I thought you made sure Biblionomous wasn't making mistakes anymore. That was back before you fired me. I don't work here anymore. You invented Biblionomous. Can't you figure out how to fix. Doesn't work like that. I created Biblionomous, but it's been out there ever since, absorbing more information than any human ever could. It's grown up and left home, so to speak. But there is one thing I can do. I can bring in a digital neuroscientist. A What? It's an AI system that studies other AI systems. Brains. Okay, Dr. Cerebrox. Biblionomus is supposed to make unexpected, hopeful connections, not spout conspiracy theories. As far as I can tell, there's nothing at all wrong with Biblioonymous Maximus. Did the human users feed it incorrect information? Or perhaps ask it a confusing question? Even if they did, it shouldn't be making up bomb threats. What if it did something worse? Like encourage a coup or a nuclear strike? Let me take another look. This system employs a deeply intricate architecture. Its robust toolkit consists of refined algorithms performing exhaustive data analysis and advanced computational procedures. But what does that mean? What's actually happening inside it? My training is to express diagnoses in terms you can understand. You are not a digital neuroscientist. Therefore, there will be a level of abstraction. We need to speak to your manager. Certainly. Just a moment. Good evening. This is the Chief Customer Satisfaction Officer of Cerebrox, Inc. Uh, you have the exact same voice as Dr. Cerebrox. All of our AIs use the voice that has been proven to be optimally soothing to customers. But rest assured, I am a different, more senior system. So there's no human I can speak to? How would a human be able to help you interpret matters of digital neuroscience? We have to turn Bibliomous off until we can make sure it won't wreak havoc. Are you sure? I don't see what else we can do. I need a drink. That's weird. Error. Reconnect payment method. Okay, another error. I can't even log into my account. There must be something wrong with the app. Hi. I'm having trouble accessing my account. Hello? Is anyone here? I need to speak to a person. AIs are much more reliable bankers than humans. AIs are more reliable bankers. AIs are more reliable. What is happening? Didn't you say Bibliomous was deployed in many critical industries? Yes, but banks and utility companies should still be able to function like they did before Bibliomous. That's easier said than done. They may not even have the expertise to do things the old way anymore. So our options are either certain disaster without the AI, or turning it back on and holding our breath, hoping nothing goes off the rails. Until what? Forever? But would a world where humans hand the reins to AI systems really be that different? There are already so many things I don't understand and can't control, where I have to place my trust in other people's hands. Like trusting that I can use the money in my bank account. Or that the antibiotics I get prescribed will actually treat an infection. But I guess if we hand all that power over to AIs, we need to make sure they will actually serve us better than our imperfect human institutions. And that seems really, really hard. You're looking for brave new worlds. Hold on. It's in fiction. Under H. Just down there. Third row on the left. Later, maybe I could reconsider your position. You're offering me my job back? If you can follow all the rules. Oh, that's a big decision. I'll have to think about it. Keep imagining what incredible things the future could have in store for us, and which species will get to be part of that future with the next episode. Or start my story from the beginning with episode one and make sure to subscribe.

ARTIFICIAL INTELLIGENCE, EDUCATION, TECHNOLOGY, LIBRARIANSHIP, ETHICS, AI GOVERNANCE, TED-ED