/AI3h ago

Economy of Minds Lets LLM Agents Self-Orchestrate via Economic Incentives

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Original postPaul Liang#614
Zhenting Qi@ZhentingQi

Imagine a population of machine agents. Each might be strong on certain tasks but fundamentally limited: partial tools, partial observations, finite context, bounded compute.

How can these agents self-orchestrate and self-evolve into stronger collective intelligence to solve tasks beyond any single agent's capability?

Instead of designing the multi-agent system itself, we propose designing the incentives that govern it.

We put agents in an economy. They compete, trade, get wealthy, go bankrupt, and mutate, forming an alive society where coordination and adaptation automatically emerge in a decentralized manner.

8:30 AM · Jun 4, 2026 · 49.1K Views
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Yilun Du@du_yilun

How can we get LLM agents with different capabilities to autonomously self-orchestrate?

Excited to share Economy of Minds, where agents autonomously learn to cooperate with each other through economic transactions, where agents reward each other for jointly solving tasks.

Zhenting Qi@ZhentingQi

Imagine a population of machine agents. Each might be strong on certain tasks but fundamentally limited: partial tools, partial observations, finite context, bounded compute.

How can these agents self-orchestrate and self-evolve into stronger collective intelligence to solve tasks beyond any single agent's capability?

Instead of designing the multi-agent system itself, we propose designing the incentives that govern it.

We put agents in an economy. They compete, trade, get wealthy, go bankrupt, and mutate, forming an alive society where coordination and adaptation automatically emerge in a decentralized manner.

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