
O'Reilly Media » AI & ML
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O'Reilly's mission is to change the world by sharing the knowledge of innovators. For over 40 years, we've inspired companies & individuals to do new things by providing them with the skills & understanding that are necessary for success. Few technologies have the potential to change the nature of work & how we live as artificial intelligence (AI) and machine learning (ML). Read..
O'Reilly Media » AI & ML
3d ago
There’s a lot of chatter in the media that software developers will soon lose their jobs to AI. I don’t buy it. It is not the end of programming. It is the end of programming as we know it today. That is not new. The first programmers connected physical circuits to perform each calculation. They ..read more
O'Reilly Media » AI & ML
1w ago
January has been notable for the number of important announcements in AI. For me, two stand out: the US government’s support for the Stargate Project, a giant data center costing $500 billion, with investments coming from Oracle, Softbank, and OpenAI; and DeepSeek’s release of its R1 reasoning model, trained at an estimated cost of roughly ..read more
O'Reilly Media » AI & ML
2w ago
TL;DR: Enterprise AI teams are discovering that purely agentic approaches (dynamically chaining LLM calls) don’t deliver the reliability needed for production systems. The prompt-and-pray model—where business logic lives entirely in prompts—creates systems that are unreliable, inefficient, and impossible to maintain at scale. A shift toward structured automation, which separates conversational ability from business logic execution ..read more
O'Reilly Media » AI & ML
1M ago
Like just about everyone, we were impressed by the ability of NotebookLM to generate podcasts: Two virtual people holding a discussion. You can give it some links, and it will generate a podcast based on the links. The podcasts were interesting and engaging. But they also had some limitations. The problem with NotebookLM is that ..read more
O'Reilly Media » AI & ML
2M ago
Alibaba’s latest model, QwQ-32B-Preview, has gained some impressive reviews for its reasoning abilities. Like OpenAI’s GPT-4 o1,1 its training has emphasized reasoning rather than just reproducing language. That seemed like something worth testing out—or at least playing around with—so when I heard that it very quickly became available in Ollama and wasn’t too large to ..read more
O'Reilly Media » AI & ML
2M ago
There is a crisis in technical education. The golden road to a career has always been through a college education. However, this “golden road” has developed deep cracks and is badly in need of maintenance. Postsecondary education is rapidly becoming unaffordable, even at public colleges and universities. Tuition has risen at a rate 50% greater ..read more
O'Reilly Media » AI & ML
2M ago
One popular term encountered in generative AI practice is retrieval-augmented generation (RAG). Reasons for using RAG are clear: large language models (LLMs), which are effectively syntax engines, tend to “hallucinate” by inventing answers from pieces of their training data. The haphazard results may be entertaining, although not quite based in fact. RAG provides a way ..read more
O'Reilly Media » AI & ML
3M ago
Between vacation, end-of-year projects, the coming holidays, and other hysteria, I haven’t come up with an article this month. So here’s a quick list of things that have amazed me recently. Are we virtual yet? I’m far from the first person to find NotebookLM amazing, and I certainly won’t be the last. I did a ..read more
O'Reilly Media » AI & ML
3M ago
I’m worried about AI. I’m not worried about it taking my job. I believe AI is a genuine productivity tool. By which I mean it can make developers produce more. The question is whether those developers are producing something good or not. The difference between an experienced developer and a junior is that an experienced ..read more
O'Reilly Media » AI & ML
4M ago
Back in August, I cavalierly said that AI couldn’t design a car if it hadn’t seen one first, and I alluded to Henry Ford’s apocryphal statement “If I had asked people what they wanted, they would have said faster horses.” I’m not backing down on any of that, but the history of technology is always ..read more