Behavior simulation is a mainstream application of massive (civilization-scale) multi-agent systems. The alternative method is Monte Carlo simulation. Both are fundamentally different. (see thread)

A survey (see thread) of LLM-based trading agents.

Did we miss something?

**Essential reading**

“Beyond the Bubble: Why We Think AI Infrastructure Will Compound Long after the Hype”

www.kkr.com/insights/ai-...

“… exploration and discovery pattern is the very essence of truly agentic systems … move beyond passive instruction following”

What counts as an AI Lifeform? Unique types of agents or every agent instance ever? Both metrics are problematic.
We propose using the number of active AI agents to measure vitality of an AI civilization. What other metrics would you use?
#CivMAS #AIAgents #multiagentsystems

Picture a fleet of AI agents sorting and slicing through every player statistic and performance trend. What kind of insights would they be able to surface that the current approach would completely miss?

#explorativeAI #decentralizedAI #CivMAS #Web4

🚀Agent evolution is a foundational pillar of #CivMAS. This paper from August shares an excellent review of the field. Last week, AgentEvolver added in three new ideas. All links in first comment. All links in thread.

Civilization scale multi-agent systems is an engine for processing information at the web-scale. Learn what it takes to build AI agents at such a scale. #CivMAS #Web4 #AgenticAI #decentralizedAI

While agentic AI systems are zoned in on automating sequential workflows, we are seeing several new application categories for massive multi-agent systems. #CivMAS #ExplorativeAI

One of the recently published mechanisms for concurrent agents very closely related to our interest in divergent applications of multi-agent systems.

This, with 100s of concurrent worker agents that are defined, initialized and reused as the system encounters new inputs.

arxiv.org/abs/2510.266...

As we track towards civilization scale multi-agent systems (CivMAS), we have the chance to borrow from Web 1.0’s ethos to build an opportunity-rich Web 4.0. We have some ideas on how. Do you? Join the conversation. #agenticAI #multiagentsystems #Web4 #civmas

AI is no longer about one powerful model - it’s about millions of agents working together.
A living web of autonomous minds collaborating, creating, and solving in real time.
Intelligence is becoming collective and it’s already reshaping the digital world.
#MultiAgentSystems #AgenticAI

As of mid-2025, the number of global internet users is estimated to be around 5.4 billion. We are already seeing a rapid movement towards the first billion AI agents. Tag a futurist or builder who needs to see this projection!
#multiagentsystems #web4 #BillionAgents

Our investigations have identified four foundational pillars that every AI agent civilization will be built upon.
#CivMAS #AgenticAI #BillionAIAgents #DePIN #AgentCollaboration #AIEvolution

The future of the web may be a civilization of autonomous AI agents, each working continuously on our behalf so that we can focus on human ingenuity. How can we prepare for this rapid growth of agents on the web?

#AgenticAI #Web4 #AIcivilization #AIecosystem

We are on the path to civilization scale multi-agent systems, what we call CivMAS, where billions of AI lifeforms will work continuously on heterogeneous information tasks.

Join us in building the foundations of the first #CivMAS.
#AgenticAI #web4 #decentralizedAI