![Tensor Logic "Unifies" AI Paradigms [Pedro Domingos]](https://img.youtube.com/vi/4APMGvicmxY/maxresdefault.jpg)
Pedro Domingos introduces Tensor Logic, a new programming language designed to be the fundamental language for AI. It unifies the two major paradigms: the learning capabilities of deep learning (neural networks) and the transparent, verifiable reasoning of symbolic AI (logic programming), aiming to solve critical issues like hallucination and the opacity of current models.
Pedro Domingos introduces Tensor Logic, a new programming language designed to be the fundamental language for AI. It unifies the two major paradigms: the data-driven learning of deep learning and the verifiable reasoning of symbolic AI. By treating logical rules and tensor operations as the same underlying construct, Tensor Logic enables systems that can learn logical structures and perform transparent, deductive reasoning, directly addressing critical issues like model opacity and hallucination.
Pedro Domingos introduces Tensor Logic, a new programming language designed to unify the two major paradigms of AI—deep learning's ability to learn from data and symbolic AI's power of logical reasoning—into a single, elegant framework.
Emmanuel Ameisen of Anthropic's interpretability team explains the inner workings of LLMs, drawing analogies to biology. He covers surprising findings on how models plan, represent concepts across languages, and the mechanistic causes of hallucinations, offering practical advice for developers on evaluation and post-training strategies.
Experts discuss an OpenAI paper that reframes hallucinations as a feature driven by training incentives, not just a bug. The panel also revisits Dario Amodei's prediction on AI coding, explores AI's chaotic impact on the job market, and imagines the future of running LLMs on business-card-sized devices.
Experts Martin Keen and Jeff Crume differentiate between Generative and Agentic AI, delve into the nature of AI hallucinations, and explore critical cybersecurity topics like the permanence of the dark web and the dangers of zero-click attacks.