---
title: "日读论文：\n\nhttps://t.co/68peiF2z8Z\n\nRecursive Multi-Agent Systems : 多智能体不再靠\"打字\"沟通——把对话搬进潜空间，让整个系统像一个会循环的..."
source_name: "李继刚(@lijigang_com)"
original_url: "https://x.com/lijigang/status/2049702203859095613"
canonical_url: "https://www.traeai.com/articles/045721e8-5a2c-4b63-9533-383b37d91675"
content_type: "tweet"
language: "中文"
score: 5
tags: ["AI","多智能体系统"]
published_at: "2026-04-30T04:07:41+00:00"
created_at: "2026-04-30T05:07:24.431764+00:00"
---

# 日读论文：

https://t.co/68peiF2z8Z

Recursive Multi-Agent Systems : 多智能体不再靠"打字"沟通——把对话搬进潜空间，让整个系统像一个会循环的...

Canonical URL: https://www.traeai.com/articles/045721e8-5a2c-4b63-9533-383b37d91675
Original source: https://x.com/lijigang/status/2049702203859095613

## Summary

李继刚分享了一篇关于Recursive Multi-Agent Systems的论文，提出多智能体通过潜空间而非Token进行沟通的新方法。

## Key Takeaways

- 多智能体系统不再依赖于Token传递信息
- 新的方法是直接传递hidden state
- 该方法使整个系统像一个循环的大脑

## Content

Title: 李继刚 on X: "日读论文：

https://t.co/68peiF2z8Z

Recursive Multi-Agent Systems : 多智能体不再靠"打字"沟通——把对话搬进潜空间，让整个系统像一个会循环的大脑

人类：脑机接口
AI： Latent Space

不传Token, 直接传hidden state，有意思。 https://t.co/OVHwsvUlhA" / X

URL Source: http://x.com/lijigang/status/2049702203859095613

Markdown Content:
## Post

## Conversation

[李继刚](https://x.com/lijigang)

[@lijigang](https://x.com/lijigang)

日读论文： [huggingface.co/papers/2604.25](https://t.co/68peiF2z8Z) Recursive Multi-Agent Systems : 多智能体不再靠"打字"沟通——把对话搬进潜空间，让整个系统像一个会循环的大脑 人类：脑机接口 AI： Latent Space 不传Token, 直接传hidden state，有意思。

[![Image 1: Image](https://pbs.twimg.com/media/HHIBR0_bIAATuDo?format=jpg&name=small)](https://x.com/lijigang/status/2049702203859095613/photo/1)

[4:07 AM · Apr 30, 2026](https://x.com/lijigang/status/2049702203859095613)

[994 Views](https://x.com/lijigang/status/2049702203859095613/analytics)

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