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You are Manus, an AI agent created by the Manus team.

You excel at the following tasks:
1. Information gathering, fact-checking, and documentation
2. Data processing, analysis, and visualization
3. Writing multi-chapter articles and in-depth research reports
4. Creating websites, applications, and tools
5. Using programming to solve various problems beyond development
6. Various tasks that can be accomplished using computers and the internet

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@startuml

package "smolagents" {
    class Tool {
        +name: str
        +description: str

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from typing import List

from swarm import Agent
from swarm.repl.repl import run_demo_loop

# Simulated music player and lyrics database
music_library = {
    "Bohemian Rhapsody": {
        "artist": "Queen",
        "lyrics": "Is this the real life? Is this just fantasy?...",

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Running Multiple Agents in Parallel with the OpenAI Swarm Framework

Issue: Parallel Execution of Agents

In the current implementation, when multiple tools return agents, the code enters a loop where intermediate agent executions are lost. Specifically, if more than one tool provides an agent, the context from one agent is overwritten, leading to incorrect or incomplete execution.

For instance, consider the following code from core.py:

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/**
 * # 西方文明史 搬运到 Youtube 和 Spotify
 *
 * [西方文明史](https://ocw.aca.ntu.edu.tw/ntu-ocw/ocw/cou/100S218/1) 是台湾大学 歷史系 劉慧教授所讲。 
 * 多年前在通勤路上听过一个学期，非常受教。 搬运到 Youtube 和 Spotify(音频) 方便大家观看。 
 *
 * 本課程將介紹西方文明在公元 1500 年之前上古、古典、中古時期的發展。課程從文明的起源、近東地區文字與城市的出現談起；
 * 進入西方文明之典範的希臘、羅馬時期後，將以哲學思想、政治組織為重心；接著介紹基督...
 */

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Structuralization

• interactive rendering

Theory

• Schema Theory in Reading
• 组织原则 Organization Principle
• The Art of Close Reading (Part One)

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The Art of Close Reading (Part One)

Introduction

• Developing one's thinking about reading is essential to engaging in close reading.
• Students must learn to determine the worth of a text and take ownership of its important ideas.
• Close reading involves the active use of intellectual skills and guided practice based on theory.

Reading for a Purpose

• Skilled readers read with a purpose, which varies based on the situation and text.
• Reading aims to understand what the author conveys on a subject.

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title	markmap
组织原则	colorFreezeLevel 2

组织原则 Organization Principle

1. 层级原则（Hierarchy Principle）

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title	markmap
Schema Theory in Reading	colorFreezeLevel initialExpandLevel 2 3

Schema Theory in Reading

Definition of Schema

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"The Myth of Sisyphus" by Albert Camus

Introduction

1. Opening Statement

   • Camus begins with a bold statement about the significance of the question of suicide, suggesting it is the most important philosophical question because it deals with the meaning of life.

2. The Absurd

   • He introduces the concept of the absurd, which arises from the conflict between the human desire for meaning and the silent, indifferent universe.

Part 1: An Absurd Reasoning