Blogs

AI systems have long been divided into those that reason and those that act. The ReAct framework collapses that divide — enabling LLMs to plan, retrieve information, and course-correct in real time using a structured Thought-Action-Observation loop.

Why Single-Agent Systems Break Under Enterprise Load Build a single agent and ask it to handle an enterprise workflow end to end. It will work in your test environment. It will probably work in your staging environment. And then, somewhere between the first hundred production transactions and the first unexpected edge case, it will fail in a way that is difficult to diagnose, harder to reproduce, and expensive to fix. This is not a model quality problem. It is an architectura