Today's AI agents are a primitive approximation of what agents are meant to be. True agentic AI requires serious advances in reinforcement learning and complex memory.

Reinforcement Learning does NOT make the base model more intelligent and limits the world of the base model in exchange for early pass performances. Graphs show that after pass 1000 the reasoning ...

The rise of large language models (LLMs) such as GPT-4, with their ability to generate highly fluent, confident text has been remarkable, as I’ve written. Sadly, so has the hype: Microsoft researchers ...

Researchers at the University of Science and Technology of China have developed a new reinforcement learning (RL) framework that helps train large language models (LLMs) for complex agentic tasks ...

In the exciting realm of machine learning and artificial intelligence, the nuances between different types of models can often seem like a labyrinth. Specifically, when it comes to Large Language ...

OpenAI has introduced its latest AI model, ChatGPT o1, a large language model (LLM) that significantly advances the field of AI reasoning. Leveraging reinforcement learning (RL), o1 represents a leap ...