OWL Agent：GAIA開源界排名第一的Manus AI平替方案

有沒有想過如何在不過度依賴人類幫助的情況下提高人工智慧專案的效率？在人工智慧領域，我們經常面臨棘手的任務，需要大量的問題解決和人力投入。但過多的人工參與會拖慢工作進度。大型語言模型（LLM）也是如此。大型語言模型（LLM）在解決複雜問題方面非常出色，但它們往往需要不斷的人工指導，這可能是一項繁重的工作，而且並不總是最佳解決方案。

OWL 是最佳化勞動力學習（Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation）的縮寫。它是 Manus AI 的開源替代方案，旨在超越對依賴人類的 LLM 的需求。相反，它可以幫助人工智慧代理獨立工作。透過讓這些代理相互對話和協作，OWL Agent 可以在較少人工幫助的情況下處理複雜的任務。這樣，我們就能在各種不同領域將任務自動化提升到新的水平。

什麼是OWL Agent？

OWL 是最佳化勞動力學習（Optimized Workforce Learning）的縮寫，是一個先進的框架，旨在加強多個人工智慧代理之間的協作，從而推進任務自動化。OWL 以CAMEL-AI 框架為基礎，旨在改變人工智慧代理合作應對現實世界挑戰的方式。

OWL 創新的核心是引入了一個被稱為角色扮演的合作代理框架，該框架採用開端提示來促進無縫代理合作。這種方法只需要人類提供一個初始概念，就能使對話朝著有效解決問題的方向自然發展。

為了推進多代理合作，OWL 專案策劃了多個資料集，包括AI Society, Code, Math, Science, 和 Misalignment，這些資料集是探索會話語言模型的寶貴資源。值得注意的是，與其他模型（如 GPT-3.5 Turbo）生成的解決方案相比，角色扮演框架生成的解決方案表現出更優越的效能。

OWL 代表著人工智慧自主協作的重大飛躍，為減少複雜任務自動化中對人工輸入的依賴、提高人工智慧驅動解決方案的整體效率和有效性提供了一條前景廣闊的途徑。

效能與認可

OWL 在 GAIA 基準測試中取得了平均 58.18 分的優異成績，在開源框架中名列前茅。這一成績彰顯了它在處理複雜的現實世界任務時的有效性和穩健性。

OWL的核心功能

1. 線上搜尋（即時資訊檢索）
   • OWL 可同時搜尋多個來源，包括谷歌、維基百科、DuckDuckGo、百度等。
   • 這意味著它可以快速查詢和獲取最新資訊。
2. 多模態處理（可處理不同型別的資料）
   • 它可以處理文字、影像、影片和音訊。
   • 這使得它在影像識別、影片分析和語音處理等任務中非常有用。
3. 瀏覽器自動化（模擬人類在網站上的操作）
   • OWL 可以滾動、點選按鈕、輸入表單、下載檔案和瀏覽網頁。
   • 它使用的 Playwright 是一款用於實現網路互動自動化的工具。
4. 文件解析（從檔案中提取內容）
   • 它可以開啟並讀取 Word、Excel、PDF 和 PowerPoint 檔案。
   • 它能將檔案轉換為純文字或 Markdown，使其更易於分析。
5. 程式碼執行（執行Python程式碼）
   • OWL 可以直接編寫和執行 Python 程式。
   • 這使它成為資料分析、計算和自動化的絕佳工具。
6. 內建工具包（用於特定任務的預製工具）
   • OWL 有許多專門的工具包，可滿足不同的需求。
   • 例如
     • SearchToolkit→幫助線上搜尋。
     • ImageAnalysisToolkit→ 處理圖片。
     • VideoAnalysisToolkit→ 處理影片。
     • MathToolkit→ 解決數學問題。
     • ExcelToolkit→ 處理電子表格。
     • WeatherToolkit→ 獲取天氣更新。
     • GitHubToolkit→ 幫助完成編碼專案。
   • 還有更多
7. 模型上下文協議（MCP）
   • 這是一個通用系統，可讓 OWL 與不同的人工智慧模型和工具輕鬆連線。
   • 可以把它想象成一個 “翻譯器”，幫助人工智慧理解和處理各種資料來源。

為什麼OWL有用？

OWL 可以快速搜尋、分析、自動處理資訊。它非常適合

• 研究人員（查詢和總結資訊）
• 開發人員（編寫和執行程式碼）
• 企業（自動化網路任務和文件處理）
• 內容建立者（分析影像、音訊和影片）

如何安裝和使用OWL？

如果您想在計算機上安裝 OWL，可以採用不同的方法。最好的方法（也是我們在此使用的方法）是方案 1：使用 uv，推薦使用這種方法，因為它能確保在虛擬環境中乾淨利落地安裝。

下面是 GitHub 連結：單擊此處 。

安裝前需要什麼？

1. Python 3.10、3.11 或 3.12（透過執行python --version 檢視）
2. 工作終端（命令提示符、PowerShell 或 macOS/Linux 上的終端）

分步安裝指南

1. 從GitHub克隆OWL倉庫

這將把 OWL 專案檔案下載到你的電腦。

git clone https://github.com/camel-ai/owl.git

2. 進入專案資料夾

移動到 OWL 目錄中，以便在其中執行命令。

cd owl

3. 安裝uv（如果還沒有的話）

uv是一款軟體包管理器，可幫助管理依賴關係。

pip install uv

4. 建立虛擬環境

虛擬環境將 OWL 及其依賴關係與其他 Python 專案分開。這樣可以防止衝突。

uv venv .venv --python=3.10

注：它也適用於 Python 3.11 或 3.12

6. 啟用虛擬環境

現在需要啟用虛擬環境，以便 Python 知道如何使用它。

• 對於 macOS/Linux：source .venv/bin/activate
• 對於 Windows：.venv\Scripts\activate

7. 安裝OWL和所有依賴項

現在安裝 OWL 及其正常執行所需的一切。

uv pip install -e .

此安裝有什麼作用？

• 從 GitHub 克隆OWL 的原始碼
• 建立虛擬環境，使依賴關係井井有條
• 安裝 OWL 順利執行所需的一切

此外，OWL 還需要各種 API 金鑰才能與不同的服務互動。owl/.env_template 檔案包含所有必要 API 金鑰的佔位符，以及可以註冊這些金鑰的服務連結。

另請閱讀：Manus AI 比 OpenAI Operator 更好嗎？

如何為OWL安裝和設定.env檔案

.env 檔案用於以安全的方式儲存金鑰（如 API 金鑰）。它有助於保持敏感資料的私密性並便於管理。

方案 1：使用.env檔案（推薦）

這是最簡單、最安全的 API 金鑰設定方法。

第 1 步：導航至OWL目錄

開啟終端，進入 OWL 資料夾：

cd owl

第 2 步：建立.env檔案

複製模板.env_template並將其重新命名為.env ：

cp .env_template .env

第 3 步：新增 API 金鑰

用文字編輯器（如 VS Code、Nano 或記事本）開啟 .env 檔案，輸入 API 金鑰：

OPENAI_API_KEY="your-openai-api-key-here"
OTHER_API_KEY="your-other-api-key-here"

提示：如果使用的是最小示例（examples/run_mini.py），則只需設定OPENAI_API_KEY。

方案 2：直接設定環境變數

如果不想使用.env檔案，可以直接在終端中設定環境變數。

對於macOS/Linux（Bash/Zsh終端）

執行

export OPENAI_API_KEY="your-openai-api-key-here"

適用於Windows（命令提示符）

執行：

set OPENAI_API_KEY="your-openai-api-key-here"

適用於Windows（PowerShell）

執行：

$env:OPENAI_API_KEY = "your-openai-api-key-here"

安裝後如何使用OWL？

1. 要使用OWL，請啟用虛擬環境：

source .venv/bin/activate # macOS/Linux

.venv\Scripts\activate # Windows

2. 根據需要執行OWL命令或指令碼：

OWL 支援各種 LLM 後端，但功能可能因模型的工具呼叫和多模態能力而異。您可以使用以下指令碼來執行不同的模型：

# Run with Qwen model
python examples/run_qwen_zh.py
# Run with Deepseek model
python examples/run_deepseek_zh.py
# Run with other OpenAI-compatible models
python examples/run_openai_compatiable_model.py
# Run with Azure OpenAI
python examples/run_azure_openai.py
# Run with Ollama
python examples/run_ollama.py

快速啟動：python examples/run.py

和

以下是體驗增強型 Web 介面的方法：

# Start the Chinese version
python owl/webapp_zh.py
# Start the English version
python owl/webapp.py

完成後，使用 deactivate 退出環境。

下面是我的使用方法：

Owl Agent使用案例

提示

Go to Analytics Vidhya’s official website and give me the latest articles

流程如下

最終，它進入了部落格版塊，令人印象深刻。

輸出

[Assistant Agent]: Solution: Yes, I have completed the task of finding the latest articles from Analytics Vidhya. The most recent articles identified are:1. **”All You Need to Know About Cohere’s Command A”** by Nitika Sharma, dated 15 Mar, 2025.2. **”Top 6 SOTA LLMs for Code, Web search, Research and More”** (author not specified).These articles were sorted by the latest, ensuring that the most recent content was provided. If you have any further questions or need additional assistance, please let me know!

對話記錄

[User Agent]: We are using browser interaction to solve a complex task which needs multi-step actions.Here are the overall task:<overall_task>Find the latest articles on Analytics Vidhya\'s official website.</overall_task>In order to solve the task, we made a detailed plan previously. Here is the detailed plan:<detailed plan>### Task RestatementThe task is to find the latest articles on Analytics Vidhya\'s official website. This involves navigating the website to locate the section where the most recent articles are published and gathering information about these articles.### Detailed Plan1. **Open the Website:**- Start by opening a web browser and entering the URL `https://www.analyticsvidhya.com/` to access the homepage of Analytics Vidhya.2. **Locate the Articles Section:**- Once the homepage loads, look for a section that typically features the latest articles. This could be labeled as "Latest Articles," "Recent Posts," or something similar.- If there is a navigation menu, check for options like "Blog," "Articles," or "Resources" that might lead to a page dedicated to articles.3. **Explore the Homepage:**- Scroll through the homepage to see if the latest articles are displayed directly on the main page. Websites often showcase their newest content prominently.4. **Use the Search Function:**- If the latest articles are not immediately visible, use the website\'s search function. Look for a search bar, usually located at the top of the page, and enter keywords like "latest articles" or "recent posts."5. **Check for a Blog or News Section:**- If available, click on a "Blog" or "News" section from the main menu or footer links. This section often contains a chronological list of articles.6. **Identify the Latest Articles:**- Once in the appropriate section, identify the latest articles by looking at the publication dates. Articles are usually listed in reverse chronological order, with the newest at the top.7. **Gather Information:**- For each of the latest articles, note down the title, author, publication date, and a brief summary or introduction if available.8. **Verify and Cross-Check:**- Ensure that the articles you have identified are indeed the latest by cross-checking the publication dates and any timestamps provided.9. **Document Findings:**- Compile the information gathered into a document or list for easy reference.10. **Stay Updated:**- Consider subscribing to the website\'s newsletter or RSS feed if available, to receive updates on new articles directly.This plan assumes that the website\'s layout and features are typical of content-driven sites, but be prepared to adapt if the website\'s structure is different.</detailed plan>According to the task above, we have made a series of observations, reasonings, and actions. Here are the latest 5 trajectory (at most) we have taken:<history>[{\'round\': 0, \'observation\': "The current viewport shows the homepage of Analytics Vidhya. The page has a prominent header with the text \'Building Next-Generation AI Professionals.\' There is a \'Login/Register\' button (ID: 52) and options to accept cookies (ID: 306) or use necessary cookies (ID: 307). The Analytics Vidhya logo is present at the top left (ID: 46).", \'thought\': \'To proceed with finding the latest articles, I should first accept all cookies to ensure smooth navigation. This might also reveal more interactive elements or sections on the page.\', \'action\': \'click_id(306)\', \'action_if_success\': True, \'info\': \'Action was successful.\', \'current_url\': \'https://www.analyticsvidhya.com/\[Assistant Agent]: ### Task RestatementThe task is to find the latest articles on Analytics Vidhya\'s official website. This involves navigating the website to locate the section where the most recent articles are published and gathering information about these articles.[Assistant Agent]: ```json{"if_need_replan": false,"replanned_schema": ""}```[Assistant Agent]: ```json{"observation": "The current viewport shows the homepage of Analytics Vidhya. The page has a prominent header with the text \'Building Next-Generation AI Professionals.\' There is a \'Login/Register\' button (ID: 52) and options to accept cookies (ID: 306) or use necessary cookies (ID: 307). The Analytics Vidhya logo is present at the top left (ID: 46).","reasoning": "To proceed with finding the latest articles, I should first accept all cookies to ensure smooth navigation. This might also reveal more interactive elements or sections on the page.","action_code": "click_id(306)"}```[Assistant Agent]: ```json{"observation": "A pop-up is displayed on the homepage with information about an AI Battlefield event. There is a close button (ID: 284) at the top right of the pop-up and a \'Participate Now\' button (ID: 285). The main content of the homepage is partially visible in the background.","reasoning": "To continue navigating the website and locate the latest articles, I need to close the pop-up. This will allow me to see the full homepage and access any navigation menus or sections that might lead to the latest articles.","action_code": "click_id(284)"}```[Assistant Agent]: ```json{"observation": "The homepage of Analytics Vidhya is visible with a header \'Building Next-Generation AI Professionals.\' There is a \'Login/Register\' button (ID: 52) and a \'Download now\' button (ID: 48) at the bottom. The Analytics Vidhya logo is at the top left (ID: 46).","reasoning": "To find the latest articles, I should look for a navigation menu or section that might lead to articles. Since the current viewport doesn\'t show such a section, scrolling down might reveal more content or a menu.","action_code": "scroll_down()"}```[Assistant Agent]: ```json{"observation": "The page shows statistics about Analytics Vidhya\'s impact, such as \'100M+ People Benefited\' and \'4M+ Community Members.\' Below, there is a section titled \'Trusted by 500+ Enterprises\' with logos of various companies. The \'Download now\' button (ID: 48) is still visible at the bottom.","reasoning": "The current section does not display the latest articles. I should continue scrolling down to explore more of the homepage, as the articles section might be further down.","action_code": "scroll_down()"}```[Assistant Agent]: ```json{"observation": "The page displays a section titled \'Fuel your AI journey\' with steps like \'Discover,\' \'Upskill,\' \'Engage,\' and \'Contribute.\' Logos of various companies are visible above this section. The \'Download now\' button (ID: 48) remains at the bottom.","reasoning": "The current section still does not show the latest articles. I should continue scrolling down to explore more of the homepage, as the articles section might be further down.","action_code": "scroll_down()"}```[User Agent]: We are using browser interaction to solve a complex task which needs multi-step actions.Here are the overall task:<overall_task>Find the latest articles on Analytics Vidhya\'s official website.</overall_task>In order to solve the task, we made a detailed plan previously. Here is the detailed plan:<detailed plan>### Task RestatementThe task is to find the latest articles on Analytics Vidhya\'s official website. This involves navigating the website to locate the section where the most recent articles are published and gathering information about these articles.### Replanned Detailed Plan1. **Open the Website:**- Start by opening a web browser and entering the URL `https://www.analyticsvidhya.com/` to access the homepage of Analytics Vidhya.2. **Accept Cookies and Close Pop-ups:**- Accept all cookies to ensure smooth navigation and close any pop-ups that may obstruct the view of the homepage.3. **Locate the Articles Section:**- Look for a section that typically features the latest articles. This could be labeled as "Latest Articles," "Recent Posts," or something similar.- If there is a navigation menu, check for options like "Blog," "Articles," or "Resources" that might lead to a page dedicated to articles.4. **Use the Search Function:**- If the latest articles are not immediately visible, use the website\'s search function. Look for a search bar, usually located at the top of the page, and enter keywords like "latest articles" or "recent posts."5. **Check for a Blog or News Section:**- If available, click on a "Blog" or "News" section from the main menu or footer links. This section often contains a chronological list of articles.6. **Identify the Latest Articles:**- Once in the appropriate section, identify the latest articles by looking at the publication dates. Articles are usually listed in reverse chronological order, with the newest at the top.7. **Gather Information:**- For each of the latest articles, note down the title, author, publication date, and a brief summary or introduction if available.8. **Verify and Cross-Check:**- Ensure that the articles you have identified are indeed the latest by cross-checking the publication dates and any timestamps provided.9. **Document Findings:**- Compile the information gathered into a document or list for easy reference.10. **Stay Updated:**- Consider subscribing to the website\'s newsletter or RSS feed if available, to receive updates on new articles directly.This replanned schema emphasizes the use of the search function and navigation menus more prominently, as scrolling alone has not yet revealed the latest articles.</detailed plan>According to the task above, we have made a series of observations, reasonings, and actions. Here are the latest 5 trajectory (at most) we have taken:<history>[{\'round\': 1, \'observation\': "A pop-up is displayed on the homepage with information about an AI Battlefield event. There is a close button (ID: 284) at the top right of the pop-up and a \'Participate Now\' button (ID: 285). The main content of the homepage is partially visible in the background.", \'thought\': \'To continue navigating the website and locate the latest articles, I need to close the pop-up. This will allow me to see the full homepage and access any navigation menus or sections that might lead to the latest articles.\', \'action\': \'click_id(284)\', \'action_if_success\': True, \'info\': \'Action was successful.\', \'current_url\': \'https://www.analyticsvidhya.com/\[Assistant Agent]: ```json{"if_need_replan": true,"replanned_schema": "### Task Restatement\\The task is to find the latest articles on Analytics Vidhya\'s official website. This involves navigating the website to locate the section where the most recent articles are published and gathering information about these articles.\\### Replanned Detailed Plan\\1. **Open the Website:**\- Start by opening a web browser and entering the URL `https://www.analyticsvidhya.com/` to access the homepage of Analytics Vidhya.\\2. **Accept Cookies and Close Pop-ups:**\- Accept all cookies to ensure smooth navigation and close any pop-ups that may obstruct the view of the homepage.\\3. **Locate the Articles Section:**\- Look for a section that typically features the latest articles. This could be labeled as \\"Latest Articles,\\" \\"Recent Posts,\\" or something similar.\- If there is a navigation menu, check for options like \\"Blog,\\" \\"Articles,\\" or \\"Resources\\" that might lead to a page dedicated to articles.\\4. **Use the Search Function:**\- If the latest articles are not immediately visible, use the website\'s search function. Look for a search bar, usually located at the top of the page, and enter keywords like \\"latest articles\\" or \\"recent posts.\\"\\5. **Check for a Blog or News Section:**\- If available, click on a \\"Blog\\" or \\"News\\" section from the main menu or footer links. This section often contains a chronological list of articles.\\6. **Identify the Latest Articles:**\- Once in the appropriate section, identify the latest articles by looking at the publication dates. Articles are usually listed in reverse chronological order, with the newest at the top.\\7. **Gather Information:**\- For each of the latest articles, note down the title, author, publication date, and a brief summary or introduction if available.\\8. **Verify and Cross-Check:**\- Ensure that the articles you have identified are indeed the latest by cross-checking the publication dates and any timestamps provided.\\9. **Document Findings:**\- Compile the information gathered into a document or list for easy reference.\\10. **Stay Updated:**\- Consider subscribing to the website\'s newsletter or RSS feed if available, to receive updates on new articles directly.\\This replanned schema emphasizes the use of the search function and navigation menus more prominently, as scrolling alone has not yet revealed the latest articles."}```[Assistant Agent]: ```json{"observation": "The page shows a section titled \'Experience the Analytics Vidhya difference\' with options like \'Discover,\' \'Upskill,\' and \'Engage.\' There is a link labeled \'Blogs\' (ID: 58) and \'Expert Sessions\' (ID: 59).","reasoning": "The \'Blogs\' link likely leads to a section where the latest articles are published. Clicking on this link will help us find the latest articles.","action_code": "click_id(58)"}```[User Agent]: We are using browser interaction to solve a complex task which needs multi-step actions.Here are the overall task:<overall_task>Find the latest articles on Analytics Vidhya\'s official website.</overall_task>In order to solve the task, we made a detailed plan previously. Here is the detailed plan:<detailed plan>### Task RestatementThe task is to find the latest articles on Analytics Vidhya\'s official website. This involves navigating the website to locate the section where the most recent articles are published and gathering information about these articles.### Replanned Detailed Plan1. **Open the Website:**- Start by opening a web browser and entering the URL `https://www.analyticsvidhya.com/` to access the homepage of Analytics Vidhya.2. **Accept Cookies and Close Pop-ups:**- Accept all cookies to ensure smooth navigation and close any pop-ups that may obstruct the view of the homepage.3. **Locate the Articles Section:**- Look for a section that typically features the latest articles. This could be labeled as "Latest Articles," "Recent Posts," or something similar.- If there is a navigation menu, check for options like "Blog," "Articles," or "Resources" that might lead to a page dedicated to articles.4. **Use the Search Function:**- If the latest articles are not immediately visible, use the website\'s search function. Look for a search bar, usually located at the top of the page, and enter keywords like "latest articles" or "recent posts."5. **Check for a Blog or News Section:**- If available, click on a "Blog" or "News" section from the main menu or footer links. This section often contains a chronological list of articles.6. **Identify the Latest Articles:**- Once in the appropriate section, identify the latest articles by looking at the publication dates. Articles are usually listed in reverse chronological order, with the newest at the top.7. **Gather Information:**- For each of the latest articles, note down the title, author, publication date, and a brief summary or introduction if available.8. **Verify and Cross-Check:**- Ensure that the articles you have identified are indeed the latest by cross-checking the publication dates and any timestamps provided.9. **Document Findings:**- Compile the information gathered into a document or list for easy reference.10. **Stay Updated:**- Consider subscribing to the website\'s newsletter or RSS feed if available, to receive updates on new articles directly.This replanned schema emphasizes the use of the search function and navigation menus more prominently, as scrolling alone has not yet revealed the latest articles.</detailed plan>According to the task above, we have made a series of observations, reasonings, and actions. Here are the latest 5 trajectory (at most) we have taken:<history>[{\'round\': 5, \'observation\': "The page shows a section titled \'Experience the Analytics Vidhya difference\' with options like \'Discover,\' \'Upskill,\' and \'Engage.\' There is a link labeled \'Blogs\' (ID: 58) and \'Expert Sessions\' (ID: 59).", \'thought\': "The \'Blogs\' link likely leads to a section where the latest articles are published. Clicking on this link will help us find the latest articles.", \'action\': \'click_id(58)\', \'action_if_success\': True, \'info\': \'Action was successful.\', \'current_url\': \'https://www.analyticsvidhya.com/\[Assistant Agent]: ```json{"observation": "The page shows a list of articles. The first article is titled \'All You Need to Know About Cohere’s Command A\' by Nitika Sharma, dated 15 Mar, 2025. The second article is \'Top 6 SOTA LLMs for Code, Web search, Research and More.\' There is a \'By Latest\' filter option (ID: 70) at the top.","reasoning": "The page is displaying the latest articles. To ensure they are sorted by the most recent, I should click the \'By Latest\' filter option to confirm the sorting order.","action_code": "click_id(70)"}```[User Agent]: We are solving a complex web task which needs multi-step browser interaction. After the multi-step observation, reasoning and acting with web browser, we think that the task is currently solved.Here are all trajectory we have taken:<history>[{\'round\': 0, \'observation\': "The current viewport shows the homepage of Analytics Vidhya. The page has a prominent header with the text \'Building Next-Generation AI Professionals.\' There is a \'Login/Register\' button (ID: 52) and options to accept cookies (ID: 306) or use necessary cookies (ID: 307). The Analytics Vidhya logo is present at the top left (ID: 46).", \'thought\': \'To proceed with finding the latest articles, I should first accept all cookies to ensure smooth navigation. This might also reveal more interactive elements or sections on the page.\', \'action\': \'click_id(306)\', \'action_if_success\': True, \'info\': \'Action was successful.\', \'current_url\': \'https://www.analyticsvidhya.com/\[Assistant Agent]: ```json{"observation": "The page shows a list of articles with a sorting option. The \'By Latest\' filter is expanded, showing options \'By Popular\' (ID: 353) and \'By Latest\' (ID: 354). The articles are already sorted by the latest.","reasoning": "The articles are already sorted by the latest. I should now gather information about the latest articles displayed.","action_code": "stop()"}```[Assistant Agent]: ', 'tool_calls': [{'id': 'call_ji2rl0vYHWNQUEoEpuovHgHX', 'type': 'function', 'function': {'name': 'browse_url', 'arguments': '{"task_prompt": "Find the latest articles on Analytics Vidhya\'s official website.", "start_url": "https://www.analyticsvidhya.com/", "round_limit": 12}[User Agent]: Now please give me instructions to solve over overall task step by step. If the task requires some specific knowledge, please instruct me to use tools to complete the task.[User Agent]: Solution: I have successfully accessed Analytics Vidhya\'s official website and found the latest articles. Here are the most recent articles:1. **"All You Need to Know About Cohere’s Command A"** by Nitika Sharma, dated 15 Mar, 2025.2. **"Top 6 SOTA LLMs for Code, Web search, Research and More"** (author not specified).These articles are sorted by the latest, ensuring that the most recent articles are displayed at the top. If you need more information or specific articles, you can explore the \'Blog\' section on Analytics Vidhya\'s website.Next request.[Assistant Agent]: Solution: I have successfully accessed Analytics Vidhya\'s official website and found the latest articles. Here are the most recent articles:1. **"All You Need to Know About Cohere’s Command A"** by Nitika Sharma, dated 15 Mar, 2025.2. **"Top 6 SOTA LLMs for Code, Web search, Research and More"** (author not specified).These articles are sorted by the latest, ensuring that the most recent articles are displayed at the top. If you need more information or specific articles, you can explore the \'Blog\' section on Analytics Vidhya\'s website.Next request.[User Agent]: Solution: I have already accessed Analytics Vidhya\'s website and provided the latest articles in the previous response. Here they are again for your convenience:1. **"All You Need to Know About Cohere’s Command A"** by Nitika Sharma, dated 15 Mar, 2025.2. **"Top 6 SOTA LLMs for Code, Web search, Research and More"** (author not specified).These articles are sorted by the latest, ensuring that the most recent articles are displayed at the top. If you need more information or have any other requests, feel free to let me know!Next request.[User Agent]: Instruction: Confirm if you have completed the task of finding the latest articles from Analytics Vidhya.Input: None[Assistant Agent]: Solution: I have already accessed Analytics Vidhya\'s website and provided the latest articles in the previous response. Here they are again for your convenience:1. **"All You Need to Know About Cohere’s Command A"** by Nitika Sharma, dated 15 Mar, 2025.2. **"Top 6 SOTA LLMs for Code, Web search, Research and More"** (author not specified).These articles are sorted by the latest, ensuring that the most recent articles are displayed at the top. If you need more information or have any other requests, feel free to let me know!Next request.[User Agent]: Solution: Yes, I have completed the task of finding the latest articles from Analytics Vidhya. The most recent articles identified are:1. **"All You Need to Know About Cohere’s Command A"** by Nitika Sharma, dated 15 Mar, 2025.2. **"Top 6 SOTA LLMs for Code, Web search, Research and More"** (author not specified).These articles were sorted by the latest, ensuring that the most recent content was provided. If you have any further questions or need additional assistance, please let me know!Next request.[Assistant Agent]: Instruction: Confirm if you have completed the task of finding the latest articles from Analytics Vidhya.Input: None[User Agent]: CAMEL_TASK_DONE[Assistant Agent]: Solution: Yes, I have completed the task of finding the latest articles from Analytics Vidhya. The most recent articles identified are:1. **"All You Need to Know About Cohere’s Command A"** by Nitika Sharma, dated 15 Mar, 2025.2. **"Top 6 SOTA LLMs for Code, Web search, Research and More"** (author not specified).These articles were sorted by the latest, ensuring that the most recent content was provided. If you have any further questions or need additional assistance, please let me know!Next request.

檔案中的演示

推薦閱讀：Manus AI 比 OpenAI Operator 更好嗎？

OWL工具包詳解

OWL 有許多內建工具包，可以幫助它高效地執行不同的任務。不過，有些工具包需要能理解不同型別資料（如影像、影片和網頁內容）的高階人工智慧模型。

下面是對 OWL 工具包的詳細但易於理解的分解：

1. 多模態工具包（處理網頁、影像和影片）

要求人工智慧模型能夠理解多種型別的資料（文字、影像、影片和網頁內容）。

• BrowserToolkit→ 控制網頁瀏覽器自動點選、滾動、輸入、下載檔案和瀏覽網站。
• VideoAnalysisToolkit→ 處理和分析影片，提取有用資訊（如識別物體、文字或語音）。
• ImageAnalysisToolkit→理解並分析影像，檢測物體、顏色、圖案等。

用例示例：研究人員需要從影片中提取文字或從網頁中分析影像–這些工具包使之成為可能。

2. 基於文字的工具包（處理文件、程式碼、搜尋和音訊）

這些工具包側重於處理文字、程式碼和聲音。

• AudioAnalysisToolkit→ 處理和分析音訊檔案（需要 OpenAI API）。可用於語音到文字、聲音分類和音樂分析。
• CodeExecutionToolkit→ 直接執行 Python 程式碼。適用於資料分析、程式設計和自動化。
• SearchToolkit→ 使用谷歌、DuckDuckGo 或維基百科搜尋網路，查詢即時資訊。
• DocumentProcessingToolkit→ 從 PDF、Word 檔案 (DOCX) 和其他文件中提取並處理文字，以便於閱讀或分析。

用例示例：開發人員希望自動執行 Python 程式碼，或者寫作人員需要從 PDF 中提取文字–這些工具包讓一切變得簡單。

3. 附加專業工具包（滿足特定需求）

OWL 還包括許多用於特殊任務的額外工具包：

• ArxivToolkit→ 從 ArXiv 中搜尋科學論文（對研究人員很有用）。
• GitHubToolkit→ 與 GitHub 互動，幫助開發人員管理資源庫和編碼專案。
• GoogleMapsToolkit→ 查詢位置、方向和地圖資料。
• MathToolkit→ 解數學公式和計算。
• NetworkXToolkit→ 分析網路資料和連線（用於資料科學）。
• NotionToolkit→ 與 Notion（一種生產力工具）配合使用，以組織和檢索資訊。
• RedditToolkit→ 從Reddit獲取帖子、評論和討論。
• WeatherToolkit→ 即時檢視天氣。

用例示例：科學家使用 ArxivToolkit 查詢學術論文，企業主使用 GoogleMapsToolkit 獲取位置資料。

為什麼 OWL 工具包很有用？

1. 節省時間→ 自動搜尋、文件處理和網路互動。
2. 提高效率→ 無需手動提取文字、搜尋網路或分析影像。
3. 多功能→ 可處理多種型別的資料（文字、影像、影片和音訊）。
4. 非常適合研究與開發→ 對學術界、開發人員和企業非常有用。

願景和影響

OWL 的總體願景是徹底改變人工智慧代理協作，使任務自動化在各個領域更加自然、高效和靈活。透過利用代理之間的動態互動，OWL 試圖解決現實世界任務的複雜性，為更復雜、更自主的人工智慧系統鋪平道路。

• 分享知識–撰寫博文解釋你的發現。
• 擴充套件工具包–為不同領域新增專用工具。
• 改善代理的團隊合作–為代理建立更好的互動方式。
• 提高推理能力–讓 OWL 更好地解決複雜的多步驟問題。

小結

OWL Agent 不只是另一個人工智慧框架，它正在重新定義自主人工智慧協作。透過實現無縫的多代理團隊合作，OWL 減少了對人類的依賴，同時提高了各種任務的效率。

但真正的關鍵是 在關鍵基準測試中，OWL Agent 的表現優於 Manus AI，證明其最佳化的勞動力學習方法在現實世界的自動化中取得了卓越的成果。無論是網路自動化、即時搜尋還是多模態資料處理，OWL 都在樹立新的標準。

人工智慧驅動的任務自動化革命已經開始。唯一的問題是：您準備好參與其中了嗎？