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All published intelligence, sovereign stack research, ecosystem news, and AI foundation model reviews.

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Knowledge base1 мин

Essential Skills for Becoming an AI Engineer: RAG, AI Agents, & More

If you want to become an AI engineer, well, you might not need a computer science degree, but what you do need are the right skills and to understand the fundamentals. And today, I'm going to break down what an AI Engineer actually is, the skill stack that you need to learn, and…

YouTube — IBM Technology AI
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How Developers Secure AI-Generated Code: 5 Security Best Practices

AI is changing software development faster than any technology shift we've seen in decades. 40 years ago, when I was banging out code in the early days of my career, the process was incredibly complex, time-consuming, and error-prone. Today, developers can generate code, tests,…

YouTube — IBM Technology AI
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Haptic Rendering - Computerphile

So, we are going to talk about computer haptics today. Uh and I will give you an introduction of what haptics means. >> Okay, so I'm thinking of things like force feedback on a controller on a on a computer, you know, video game or something. Is is this the sort of thing we're…

YouTube — Computerphile AI
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Post Quantum Cryptography - Computerphile

It's time to panic, Shawn. We need to implement post-quantum. Post-quantum? Post-quantum algorithms. All right, we should all panic, all right? >> This has nothing to do with the mailbox. This is We shouldn't panic. We could talk about post-quantum today, right? Post-quantum is…

YouTube — Computerphile AI
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What Is Legacy Code? How AI Is Modernizing Legacy Systems

Imagine deploying what seems like a harmless code change, only to discover minutes later that millions of credit card and ATM transactions around the world have stopped processing. Yikes. For teams that rely on decades-old legacy code, this is a genuine fear. And it's the risk…

YouTube — IBM Technology AI
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The vulnpocalypse might not be so bad after all

Depending on who you ask, the AI-driven vulnpocalypse is either the end of cybersecurity as we know it or it's a load of hot air. Panelists, what side do you land on? probably I'm landing on somewhere in between. I don't think it's either, but I'd say closer to the hot air,…

YouTube — IBM Technology AI
Research1 мин

What Is MLflow? Tracing AI Agents & LLM Workflows

You're running a multi-agent application with agents taking on different tasks and passing information to one another. And something breaks. Maybe your user gets a wrong answer or no answer at all. And so you do what you've always done, and you open up your monitoring dashboard.…

YouTube — IBM Technology AI
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Hacking on the PDP1 Raspberry Pi Emulator - Computerphile

First we will look a little bit into the history of these machines and we we use the PDP-1 here as sort of our central starting point. The PDP-1 designed in like the eight late 50s 59 sold starting in 1960 and about 50 were built and sold by Deck and I think it's a very good…

YouTube — Computerphile AI
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Pacing the AI frontier, IBM Granite 4.2 & Meta’s Muse assistant

Just who's actually calling for these guardrails to be implemented, and the slowdown to be implemented is the fact that the likes of himself are calling for a slowdown, even though Anthropic is the one that's actually driving the frontier, all that and more on today's Mixture of…

YouTube — IBM Technology AI
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When Should AI Systems Use Super Agents?

Howdy, everyone. In general, we have advised against introducing super agents into an organization. These are agents with superpowers that can do everything we want them to do, but we fear introducing the entity that takes over everything. There are times, however, when we need…

YouTube — IBM Technology AI
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Goodbye 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
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The "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
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AI 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
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Fuzzing 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
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Are 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
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How 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
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TCP b : Additive Increase Multiplicative Decrease & 'Slow Start' - Computerphile

We're still doing TCP. So, now where are we? We're at the transport layer. We are trying to get data between an application on one computer and an application on another computer. We want to make that connection reliable or we want to make it fast. So, in previous video, we have…

YouTube — Computerphile AI
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New frontier AI models, TypeSafe’s Jev AI, & NASA’s IBM collab

This is becoming a big efficiency problem. And now because, you know, we're reaching the point where the model names matter less. A new frontier model used to feel like a major event. Now we're getting them every few weeks. What I really care about is what's changed. All that…

YouTube — IBM Technology AI
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Is it Possible to Block Childrens' Access to Social Media? - Computerphile

Yesterday, the government announced a what is essentially a pretty strict ban on social media applications across, you know, 10 of these major platforms for anyone under the age of 16. And this follows, you know, a broadly similar policy introduced by the Australians a little…

YouTube — Computerphile AI
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AI 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
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Why 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
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Prompt 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
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Why 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
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Ransomware 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
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Can 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
Knowledge base1 мин

What 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
Research1 мин

Quantum Machine Learning - Computerphile

So today we'll be talking about quantum machine learning. You may recall I had an episode on quantum software engineering and there I talked about the complimentary strength of quantum and classical systems and one example of uh combination of quantum and classical systems are…

YouTube — Computerphile AI
Research1 мин

OpenAI cancels Astra release, Sonnet 5.5 & what Meta Muse means for work

you know what? I want to get a piece of work done. I set off my swarms and, you know, I'll maybe have 100 agents go off and perform a task and come back to me. And then Madison scolds me for what my token bill is going to be. But but the reality is, you're going to you're going…

YouTube — IBM Technology AI
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AI & 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
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ITS, Eliza & MiT's AI Lab - Computerphile

You're going to talk a bit about ITS. What what is ITS, and you know, where's it come from? >> Right. I'd like to explain how ITS came to be. Uh we can go kind of back to the late '50s with John McCarthy then at MIT. He kind of invented or uh uh pioneered the concepts of…

YouTube — Computerphile AI