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Goodbye Tokenmaxxing: From AI Usage to Agentic AI Outcomes

ENGoodbye Tokenmaxxing: From AI Usage to Agentic AI Outcomes

Have you ever been told to use more AI at work as if pure usage is what's being rewarded? Teams often rely on activity metrics to measure how AI is being used. But the challenge comes when those metrics become proxies for success rather than simply indicators of activity. For…

YouTube — IBM Technology AI
The "Trick" that Compilers Use for Long Division - Computerphile

ENThe "Trick" that Compilers Use for Long Division - Computerphile

Long division was something that I never really got to grips with as a kid. It was like a torture, right? It was one of these long and painful things. >> It's been a while. Yeah, it's been a while. There was lots of kind of, oh, you're running out of page underneath the >>…

YouTube — Computerphile AI
AI Agents Aren't the Revolution. They're the Catalyst!

ENAI Agents Aren't the Revolution. They're the Catalyst!

Are AI agents going to run the world? Is there an AI bubble that's about to burst? Everyone has their eyes on agents, but I think we're looking at the wrong thing. Years from now, when we look back at this moment, the most important change might not be AI itself. The real…

YouTube — IBM Technology AI
Fuzzing Programs to Find Bugs - Computerphile

ENFuzzing Programs to Find Bugs - Computerphile

I thought today we could have a chat about randomized testing, also known as fuzzing, which is a really effective technique for finding bugs in software. Where fuzzing began is actually slightly disputed. It's one of those techniques which is pretty obvious. You have some…

YouTube — Computerphile AI
Are AI labs ignoring cybersecurity experts?

ENAre AI labs ignoring cybersecurity experts?

The frontier labs are calling for more AI safety measures, but many cybersecurity pros feel they're being cut out of the conversation. Panelists. If you had these guys' ears, what would you be telling them? Jeff will start with you. I'd say we've been doing cybersecurity for a…

YouTube — IBM Technology AI
How AI Agents, LLMs & APIs Use Real-Time Data at the US Open

ENHow AI Agents, LLMs & APIs Use Real-Time Data at the US Open

At the US Open this year, there's an AI-infused system that uses cameras to watch each tennis serve, and it gives it a score. Now, to do that, we need what's called an AI model that also can be wrapped within agents here. Now, this AI model, it would also connect down into what…

YouTube — IBM Technology AI
AI Is Exposing Your Data: An AI Security Problem You Can't See

ENAI Is Exposing Your Data: An AI Security Problem You Can't See

It's AI time. Do you know where your data is? Well, even if you think you do, you probably don't. If you're like most organizations, your sensitive data has already been exposed and AI is just making the problem worse. And it's happening right under your nose and you can't see…

YouTube — IBM Technology AI
Why AI is like a (Clever Hans) Horse - Computerphile

ENWhy AI is like a (Clever Hans) Horse - Computerphile

Uh, well, today we're going to be talking about um the Clever Hans effect. >> Okay, who's this Hans character then? >> I don't know if you can use who for an animal. So, Clever Hans was a horse born in the late 1890s in Germany. This is our Clever Hans for today. He was an…

YouTube — Computerphile AI
Prompt to Production: The Future of AI Code Workflows

ENPrompt to Production: The Future of AI Code Workflows

Today, moving from prompt to production seems so simple with AI. I just tell it my project idea, and agented coding IDEs can get right to work, building every part of the workflow from that first line of code all the way to actually deploying it. Let's explore what it actually…

YouTube — IBM Technology AI
Why AI Tokens are so Expensive - Computerphile

ENWhy AI Tokens are so Expensive - Computerphile

I thought given how much it's been in the news about costs of AI and you know agentic coding and how much you pay per month and all this stuff I thought we could look at what is a token and why is it so unbelievably expensive. This is happening everywhere. So for example,…

YouTube — Computerphile AI
Ransomware Detection: Why Storage Finds the Attack First

ENRansomware Detection: Why Storage Finds the Attack First

I've got your data and I'm not gonna give it back. Well, unless you pay me a million dollars. In that case, I'll give you the decryption key and you can be up and operational in no time. Don't pay me, well, you can kiss your business goodbye. According to one study, that happens…

YouTube — IBM Technology AI
Can you trust your chatbot? Inside three AI-powered cyberattacks

ENCan you trust your chatbot? Inside three AI-powered cyberattacks

Hackers are sneaking malicious content right into people's AI chats. And victims are none the wiser. Panel. Do we trust AI a little too much? Curtis, you first. A little bit for now. Remember, as we learned in an earlier episode, it's only in the third grade. I don't personally,…

YouTube — IBM Technology AI
What Is Jev? The AI Model That Doesn't Generate Text

ENWhat Is Jev? The AI Model That Doesn't Generate Text

All right, I want to talk about Jev. Jev's a new AI model from a startup called TypeSafe. And it's a bit unusual because it's an AI model that doesn't actually write any text. It actually answers questions by picking from a list and then giving a probability for each one of…

YouTube — IBM Technology AI
AI & Music: How AI Is Changing Music Creation & Creativity

ENAI & Music: How AI Is Changing Music Creation & Creativity

Quick experiment. I'm going to play a short musical idea. Don't judge whether it's good or bad, just ask yourself this question. Where do you think it came from? Okay, was that something that was composed? In other words, I wrote that years ago. Was it something that improvised?…

YouTube — IBM Technology AI
IDE vs CLI: What Every DevOps Engineer Should Know

ENIDE vs CLI: What Every DevOps Engineer Should Know

Okay, so Legree, would you rather use an IDE or a CLI? Yes. That's not even an answer. It's an honest one. I don't think there's any developers or engineers who only use one. That's fair and that's exactly why we wanted to do this video so that you can learn the differences…

YouTube — IBM Technology AI
Quantum Simulation & Nature - Computerphile

ENQuantum Simulation & Nature - Computerphile

What are we going to be looking at then today? >> Uh quantum simulation using quantum computers for simulating nature. The general idea is that quantum computers, much like classical computers, they're actually universal machines. So, we can ask them any question in principle.…

YouTube — Computerphile AI
How Watermarks Track AI Generated Content - Computerphile

ENHow Watermarks Track AI Generated Content - Computerphile

Are you someone Sean who writes everything with AI? >> Absolutely not. >> Okay. If you were, it's about to get much easier to detect that you haven't been doing your own work. >> Uh okay. >> Um the EU has passed laws that AI companies are going to have to start watermarking…

YouTube — Computerphile AI
Why CPU Time ≠ Wall Clock Time! - Computerphile

ENWhy CPU Time ≠ Wall Clock Time! - Computerphile

So today I'd like to talk about time. What time is it and how does a computer know that? My day job I'm high performance computing and high performance computing when you're trying to like measure is something faster than something else you want to know what time it is so that…

YouTube — Computerphile AI
Human in the Loop Is Not a Governance Strategy for Agentic AI

ENHuman in the Loop Is Not a Governance Strategy for Agentic AI

You've heard it in every AI governance conversation. Someone raises a concern about an AI making a high stakes decision and someone else says, don't worry, we have a human in the loop and the room relaxes. I wanna ask you something. When we say a human reviewed it, what we…

YouTube — IBM Technology AI