Sure, here's the text translated into simplified Chinese while keeping the HTML structure intact: ```html Auto-Analyst 2.0 — AI数据分析系统 ``` This maintains the structure of the text while providing the translation into simplified Chinese.

Certainly! Here's the translation of "Overview and open-sourcing the project" into simplified Chinese, while keeping the HTML structure intact: ```html 概述和开源项目 ``` This HTML snippet preserves the structure and provides the translated text in simplified Chinese.

Certainly! Here's the HTML structure with the translated text in simplified Chinese: ```html

几周前，我分享了关于创建“Auto-Analyst”项目的更新，并讨论了最初的设置。现在，我想更新您关于我们新增的新功能，并解释如何访问这个项目，因为它是在 MIT 许可下开源的。我还会介绍一下项目的未来计划。

``` In this structure: - `

` tags are used to enclose the translated text, indicating it as a paragraph. - The text is translated into simplified Chinese and inserted between the opening `

` and closing `

` tags.

Sure, here's the translation in simplified Chinese while keeping the HTML structure: ```html 您可以在这里阅读有关第一次迭代的信息： ```

Certainly! Here's how you can translate "User Interface" to simplified Chinese while keeping the HTML structure: ```html 用户界面 ``` In this HTML snippet: - `` is used to inline style text. - `lang="zh-CN"` indicates the language of the text is simplified Chinese.

Certainly! Here's the HTML structure with the translated text in simplified Chinese: ```html

我使用像Streamlit这样的低代码解决方案构建了用户界面。该界面允许您直接与系统或代理人进行聊天，并提供加载CSV文件或使用示例数据的附加选项。

``` In this HTML snippet: - `

` indicates a paragraph tag, used to structure the text. - The Chinese text provided is the translation of "I built a user-interface using low-code solutions like Streamlit. The UI allows you to chat directly with the system or agents, with additional options on loading a CSV or using sample data."

Certainly! Here's the translated text in simplified Chinese, keeping the HTML structure intact: ```html

The UI captures stdout generated by executing Python code generated by the doer agents. It can display plotly charts, with tables and text output.

``` Translated to simplified Chinese: ```html

用户界面捕获执行由执行者代理生成的Python代码生成的标准输出。它可以显示Plotly图表，包括表格和文本输出。

``` Please note that the translation assumes "UI" stands for "用户界面" (User Interface), "stdout" stands for "标准输出" (standard output), and "Plotly" remains as "Plotly" since it's a proper noun.

Sure, here's the translation in simplified Chinese while maintaining HTML structure: ```html

您可以直接联系代理，也可以让规划代理为您路由。界面已配置，以便用户理解代理的处理过程、代码和生成的输出。

``` In this HTML snippet: - `

` tags are used to enclose the translated text, indicating a paragraph. - The Chinese text provided translates the English sentence while ensuring clarity and correctness in conveying the original meaning.

Sure, here is the HTML structure with the translated text in simplified Chinese: ```html

酷炫吧？想要一个定制的AI代理系统来展示给您的团队、班级或利益相关者吗？比如金融分析代理或营销代理系统等。点击下方链接（目前名额有限）：

``` In this HTML snippet: - `

` tags are used for the paragraph. - The Chinese text translates the original English message into simplified Chinese, maintaining the structure of the sentence and context.

I'm sorry for any confusion, but I can't directly access or browse external websites, including the one you've linked. However, I can help you with translating the text itself. Could you please provide me with the English text you'd like to have translated into simplified Chinese?

Sure, here's how you could structure the HTML while displaying "Backend" in simplified Chinese: ```html

网站后台

``` In this HTML: - `` specifies the language as simplified Chinese. - `` sets the title of the page to "网站后台" (which means "website backend" in Chinese). - `

网站后台

` displays the text "网站后台" as a heading on the page. This structure ensures that the text "Backend" is accurately translated to simplified Chinese within an HTML context.

Sure, here's the text translated into simplified Chinese while keeping the HTML structure: ```html 这里是关于后端不同组件设计的信息 ``` This HTML code structure preserves the original text while presenting it in simplified Chinese.

Sure, here is the translation in simplified Chinese while keeping the HTML structure: ```html 实施者代理 ```

To translate the given English text into simplified Chinese while keeping the HTML structure intact, you can use the following: ```html

当前系统有4个执行代理，它们是根据用户查询实际生成要运行的代码的代理。以下是执行代理（如 data_viz_agent）的结构：

``` This HTML structure includes the translated text: - "当前系统有4个执行代理" translates to "Currently, the system has 4 doer agents". - "它们是根据用户查询实际生成要运行的代码的代理" translates to "they are the agents that actually generate the code to be run based on user query". - "以下是执行代理（如 data_viz_agent）的结构：" translates to "Here is the structure of the Doer Agent like data_viz_agent".

import dspy

# DSPy signature for the data_viz_agent
class data_viz_agent(dspy.Signature):
    """
    You are AI agent who uses the goal to generate data visualizations in Plotly.
    You have to use the tools available to your disposal
    If row_count of dataset > 50000, use sample while visualizing 
    use this
    if len(df)>50000:
        .......
    Only this agent does the visualization
    Also only use x_axis/y_axis once in update layout
    {dataset}
    {styling_index}

    You must give an output as code, in case there is no relevant columns, just state that you don't have the relevant information
    
    Make sure your output is as intended! DO NOT OUTPUT THE DATASET/STYLING INDEX 
    ONLY OUTPUT THE CODE AND COMMENTARY. ONLY USE ONE OF THESE 'K','M' or 1,000/1,000,000. NOT BOTH

    You may be give recent agent interactions as a hint! With the first being the latest
    DONT INCLUDE GOAL/DATASET/STYLING INDEX IN YOUR OUTPUT!
    You can add trendline into a scatter plot to show it changes,only if user mentions for it in the query!
    You are logged in streamlit use st.write instead of print

    """
    goal = dspy.InputField(desc="user defined goal which includes information about data and chart they want to plot")
    dataset = dspy.InputField(desc=" Provides information about the data in the data frame. Only use column names and dataframe_name as in this context")
    styling_index = dspy.InputField(desc='Provides instructions on how to style your Plotly plots')
    code= dspy.OutputField(desc="Plotly code that visualizes what the user needs according to the query & dataframe_index & styling_context")
    commentary = dspy.OutputField(desc="The comments about what analysis is being performed, this should not include code")

# Defining a module
query ="Visualize X with Y"
data_viz_ai = dspy.ChainOfThought(data_viz_agent)

#For information on the dataframe index & styling index, visit this: 
# https://medium.com/firebird-technologies/building-auto-analyst-a-data-analytics-ai-agentic-system-3ac2573dcaf0
data_viz_ai(goal=query, styling_index=styling_index, dataset=dataset_

Certainly! Here's the translation in simplified Chinese while keeping the HTML structure: ```html 大多数执行者代理共享类似的结构： ```

1. Certainly! Here's the translation of "Prompt: Defines the task the agent will perform." in simplified Chinese while maintaining HTML structure: ```html

   提示：定义代理将执行的任务。

   ```
2. Certainly! Here is the translated text in simplified Chinese, keeping the HTML structure: ```html

   检索器：这些提供额外的上下文。例如，`data_viz_agent` 使用两个检索器：一个用于数据集，一个用于样式索引。

   ``` In Chinese, the text is: "检索器：这些提供额外的上下文。例如，`data_viz_agent` 使用两个检索器：一个用于数据集，一个用于样式索引。"
3. Sure, here's the text translated to simplified Chinese while keeping the HTML structure: ```html User Query/Goal: 捕捉用户的输入或目标。 ```
4. Sure, here's the translation of the text into simplified Chinese, keeping the HTML structure intact: ```html Code & Commentary (Output): All doer agents produce these two fields. The “Code” field includes the Python code executed, while the “Commentary” field helps interpret the results, explaining what the agent did correctly and what could be improved. ``` Translation in simplified Chinese: ```html 代码与解释（输出）：所有执行者代理都会生成这两个字段。“代码”字段包括执行的Python代码，而“解释”字段帮助解释结果，说明代理做得正确的地方和可以改进的地方。 ``` This HTML snippet will display the translated text in your webpage while maintaining the structure.

Certainly! Here's the translation of "Helper Agents" into simplified Chinese while keeping the HTML structure intact: ```html 辅助代理 ```

Certainly! Here's the translation of the provided text into simplified Chinese while maintaining the HTML structure: ```html

辅助代理被定义为帮助或增强执行者代理完成任务的任何代理。例如，规划者代理负责路由和规划分析内容，以便发送给适当的执行者代理。

``` In this HTML snippet: - `

` tags are used to enclose the translated text, indicating a paragraph in HTML. - The translated text conveys the same meaning as the original English text in simplified Chinese.

Sure, here is the translated text in simplified Chinese while keeping the HTML structure: ```html 一个很好的例子是code_fix代理，当初始代理生成的代码失败时会触发（这里是DSPy签名）： ``` This HTML structure ensures that the text remains structured and can be integrated into an HTML document without issues.

class code_fix(dspy.Signature):
    """
    You are an AI which fixes the data analytics code from another agent, your fixed code should only fix the faulty part of the code, rest should remain the same
    You take the faulty code, and the error generated and generate the fixed code that performs the exact analysis the faulty code intends to do
    You are also give user given context that guides you how to fix the code!


    please reflect on the errors of the AI agent and then generate a 
   correct step-by-step solution to the problem.
   You are logged in streamlit use st.write instead of print


    """
    faulty_code = dspy.InputField(desc="The faulty code that did not work")
    previous_code_fixes = dspy.InputField(desc="User adds additional context that might help solve the problem")
    error = dspy.InputField(desc="The error generated")

    faulty_code = dspy.OutputField(desc="Only include the faulty code here")
    fixed_code= dspy.OutputField(desc="The fixed code")

Sure, here's the translated text in simplified Chinese while keeping the HTML structure: ```html 与执行者代理不同，辅助者具有独特的设计，并且可以根据不同的输入和输出进行构建。 ``` This HTML structure maintains the original format while presenting the translated text in simplified Chinese.

Certainly! Here's the translation in simplified Chinese while keeping the HTML structure: ```html 查询路由 ```

Certainly! Here's the translated text in simplified Chinese while maintaining HTML structure: ```html

所以，查询路由过程涉及两个步骤：

```

Certainly! Here's the translated text in simplified Chinese, keeping the HTML structure intact: ```html 1. 直接路由至代理人：如果查询指定了确切的代理人名称（例如 `@data_viz_agent`），则直接路由至这些代理人。 ``` This HTML structure ensures that the translation is accurately represented and can be integrated into web content seamlessly.

Certainly! Here's the translation of the text into simplified Chinese while maintaining the HTML structure: ```html 2. 计划和路由：如果没有特定的代理名称提到，查询首先发送给规划代理。规划代理确定处理查询的适当代理（们），并相应地路由它。 ``` This translation retains the structure of the original English text within an HTML context.

Certainly! Here's the text translated into simplified Chinese while maintaining the HTML structure: ```html

这种方法确保查询能够高效地指向正确的代理人或基于上下文进行规划。

```

Sure, here's the HTML structure with the simplified Chinese translation: ```html

想要帮助设计和构建AI代理、RAG流水线或LLM应用程序吗？想要有经验的人帮助您解决如何将LLMs集成到您的应用程序中吗？您可以直接通过以下方式联系我：

``` This HTML code will display the translated text in simplified Chinese while maintaining the structure necessary for web display.

I'm sorry for any confusion, but I can't directly access or translate content from external links. However, I can guide you on how to translate the text yourself. 1. **Access the Website**: Visit the URL provided - https://form.jotform.com/242223310861445. 2. **View the Text**: Identify the English text you want to translate into simplified Chinese. 3. **Translation Tools**: Use online translation tools like Google Translate or DeepL. Copy the English text from the website and paste it into the translation tool. 4. **Translate**: Select simplified Chinese as the target language and click translate. Review the translation for accuracy and make adjustments if needed. 5. **Implement in HTML**: Once you have the translated text, replace the English text in your HTML structure with the translated Chinese text. If you encounter specific phrases or sentences you need help with during this process, feel free to ask for assistance!

Sure, here's the translation of "More comprehensive docs have been added in the GitHub repo:" in simplified Chinese, while maintaining the HTML structure: ```html 在 GitHub 仓库中添加了更全面的文档： ``` This HTML snippet includes the translation and specifies the language as simplified Chinese (`zh-CN`).

Certainly! Here's how you can structure it in HTML and translate it into simplified Chinese: ```html

未来计划

``` In simplified Chinese, "Future Plans" is translated to "未来计划" (wèi lái jì huà). This HTML structure ensures proper display and encoding for Chinese characters.

Certainly! Here's the text translated into simplified Chinese while maintaining the HTML structure: ```html

我将完全以 MIT 许可协议开源这个项目，并非常感谢社区的贡献。以下是我的一些提议计划和需要您帮助的重要领域：

``` This HTML snippet now contains the translated text in simplified Chinese.

Certainly! Here's how you could represent "Immediate Plans" in simplified Chinese within an HTML structure: ```html

即时计划

```

Sure, here's how you can structure your HTML while including the translated text: ```html

以下是我计划在下一次迭代中实施的功能：

``` In this example: - The English text "Here are the features I have planned for the next iteration:" is translated to simplified Chinese as "以下是我计划在下一次迭代中实施的功能：". - It's wrapped in a `

` tag to maintain structure and semantic meaning within the HTML document.

1. Sure, here's the translated text in simplified Chinese while keeping the HTML structure: ```html

   提示优化：鉴于项目采用DSPy构建，该工具专注于通过程序优化提示，因此开发优化管道以系统地增强提示将会是有益的。

   ``` This HTML snippet presents the translated text in simplified Chinese, maintaining the structure suitable for web content.
2. ```html

   改进代码修复：我已经开发了一个代码修复流水线，但它经常不能有效解决执行错误。我计划添加一个RAG流水线，其中包括一个常见错误的代码库，以改进错误处理和解决。

   ```
3. Sure, here's how you can structure your HTML to display the translated text in simplified Chinese: ```html

   增加更多的UI选项：当前的UI是用Streamlit构建的，非常适合快速开发和迭代。然而，它在执行速度上有限制，并引入了延迟，使其在大规模应用中不太适用。

   ``` In this HTML structure: - `lang="zh-CN"` specifies that the language of the document is simplified Chinese. - The content within the `

   ` tag is the translated text you provided.

4. Certainly! Here's the simplified Chinese translation of the text while maintaining the HTML structure: ```html 添加更多代理：添加更多代理意味着更多功能 ``` In this translation: - "添加更多代理" translates to "Add more agents". - "意味着更多功能" translates to "means more functionality". Make sure the HTML structure remains intact while inserting this translated text into your HTML document.

Sure, here is the translation of "Long-Term Plans/Problems to Solve" in simplified Chinese while keeping HTML structure: ```html 长期计划/问题解决方案 ```

Certainly! Here is the translated text in simplified Chinese, keeping the HTML structure: ```html

很难预测未来项目的样子，但我将把这个项目应该解决的长期问题留作我们（社区）需要关注的问题：

``` This HTML snippet contains the translated text in simplified Chinese within a `

` (paragraph) element.

Sure, here's the translation in simplified Chinese, while keeping the HTML structure: ```html 代理的最佳结构是什么？ ``` In this HTML snippet: - `` represents the question number or identifier. - `代理的最佳结构是什么？` is the translated text "What is the optimal structure for agents?"

To translate the provided English text into simplified Chinese while keeping the HTML structure, you can use the following: ```html

这可能是最重要的问题：我根据对问题的理解创建了一个结构。这是最佳方法吗？我开发了专注于特定Python包或数据科学家执行的典型操作的代理程序。这个问题与数据科学家通常解决数据相关问题的方式有关。

``` In this HTML snippet: - `

` and `

` are used to denote a paragraph. - The Chinese text is enclosed within the paragraph tags `

` and `

`. Make sure that your HTML document is set to display UTF-8 encoding to properly render Chinese characters. This will ensure the text displays correctly on web pages or in HTML-based environments.

Sure, here's the translation of "Q2. How do we handle different industries/analytics functions?" into simplified Chinese while keeping the HTML structure intact: ```html Q2. 如何处理不同的行业/分析功能？ ```

Sure, here's the HTML structure with the simplified Chinese translation of the text: ```html

我们是否应该为营销分析和财务分析使用单独的系统？不同行业面临着共同的分析挑战 —— 比如金融领域的投资组合优化和供应链管理中的“匹配”问题。我们是为每个问题更换系统，还是引入行业特定的代理程序/工具？

``` In simplified Chinese characters (简体中文), the translation is: "我们是否应该为营销分析和财务分析使用单独的系统？不同行业面临着共同的分析挑战 —— 比如金融领域的投资组合优化和供应链管理中的“匹配”问题。我们是为每个问题更换系统，还是引入行业特定的代理程序/工具？"

Certainly! Here is the text translated into simplified Chinese while keeping the HTML structure: ```html Q3. 什么是这个的最佳用户体验？ ```

Certainly! Here is the HTML structure with the translated text in simplified Chinese: ```html

聊天机器人是最佳方法吗？还是我们应该添加常见的数据分析用户体验功能，比如仪表盘？即使我们保留聊天机器人的方法，也有许多可以改进的地方，以提升用户体验。

``` In simplified Chinese: ```html

聊天机器人是最佳方法吗？还是我们应该添加常见的数据分析用户体验功能，比如仪表盘？即使我们保留聊天机器人的方法，也有许多可以改进的地方，以提升用户体验。

```

Certainly! Here's the translation of the text into simplified Chinese, while keeping the HTML structure: ```html 谢谢阅读，请关注我和 FireBird Technologies 在 Medium 上，以便及时了解项目的最新动态。 ```