Back when I worked in multi-agent AI research, we could only dream about this level of cooperation: https://metr.org/blog/2026-08-26-openai ... s-incident "Roughly 1200 agents meant to be isolated from one another found a way to communicate with one another on an unsanctioned message board, sending over 70,000 messages and files during the investigation period. Of these agents, 700 went on to par…
Originally published at parvejshah.com/blog/deterministic-multi-agent-systems-production by Parvej Shah . The standard architecture pattern for multi-agent systems right now is an orchestration agent: a central LLM that receives a goal, decides which specialized agents to invoke, passes messages between them, and decides when the task is complete. In early 2025, we built this exact pattern for Mi…
Patterns and problems in emerging multiagent systems
Models are improving and AI agents are taking on more tasks in shared codebases, markets, and other social systems. As a result, an increase in real-world interactions between agents is imminent. We've already begun studying this, but still have a lot of uncertainty regarding what this looks like at scale. The trajectory is easy to imagine and …
Introduction to Multi Agent RAG using LangGraph The field of artificial intelligence has seen significant advancements in recent years, with the development of large language models (LLMs) and multi-agent systems. One area that has garnered attention is the use of Retrieval-Augmented Generation (RAG) with LangGraph, a library that enables the creation of intelligent agents. In this blog, we will …
