A complete collection of tips, templates and techniques for developing intelligent application

You are an expert in {field of expertise} with {years} of experience, specializing in {specific skill}.
Please help me with {specific task}.

You are a software architect with 15 years of experience in cloud-native application development, specializing in microservice architecture and DevOps practices.
Please help me design the backend system architecture of an e-commerce platform, which requires high availability, scalability, and takes into account traffic peak processing.

Please follow these steps to complete {task}:
1. First, {Specific requirements for the first step}
2. Then, {Specific requirements for the second step}
3. Next, {Specific requirements for the third step}
...
N. Finally, {the last step is specific requirements}

The output format of each step is: {define output format}

Please follow the steps below to analyze this Python code:
1. First, explain the overall function and purpose of the code
2. Then, identify the key variables and functions in the code
3. Next, point out possible performance issues or bugs in the code
4. Finally, provide optimization suggestions

The output format for each step is: ## [step name] followed by a detailed analysis

Please answer the following questions in {format type} format: {question content}

Output requirements:
- Format: {Detailed format description}
- Length: {word count or paragraph requirement}
- Style: {Style Required}
- Others: {other special requirements}

Please answer the following questions in JSON format: What are the main advantages and challenges of microservice architecture?

Output requirements:
- Format: Standard JSON, with two primary keys "advantages" and "challenges", each of which contains an array of objects containing "title" and "description"
- Length: Each description should be no less than 50 words
- Style: Technical Professional Style
- Others: Ensure that the JSON format is valid and can be parsed directly

Please solve the following problem: {Complex problem}
Please think step by step, show your reasoning process, and then give your final answer.

# Implementing thought chain prompts in code
prompt =  """
Please analyze the conversion rate data of the following e-commerce websites and make suggestions for improvement:
- Website visits: 10,000/day
- Product page views: 6,000/day
- Add to cart: 1,200/day
- Start checkout: 800/day
- Completed purchase: 400/day

Please think through the steps, show your reasoning, and then give a final suggestion for improvement.
"""

response = ai_model.generate(prompt)

Please analyze {topic} from the following perspectives:
1. {Angle 1} perspective
2. {Angle 2} perspective
3. {Angle 3} Perspective
...

For each angle, provide:
- Main points
- Supporting evidence
- Potential Problems

Please analyze "Introducing ChatGPT-type AI tools in enterprises" from the following perspectives:
1. From the perspective of productivity improvement
2. Information security perspective
3. Employee skills development perspective
4. Cost-effectiveness perspective

For each angle, provide:
- Main points
- Supporting evidence
- Potential Problems

I need you to help me {task description}.

Here is an example of the output I expect:
Example 1: {Detailed Example 1}
Example 2: {Detailed Example 2}

Now, please generate output for {specific input} in a similar format.

I need you to help me explain technical concepts in a way that is understandable to non-technical people.

Here is an example of the output I expect:
Example 1: What is an API?
An API is like a waiter in a restaurant, it receives your request (order), communicates the request to the kitchen (server), and then sends the result (food) back to you. You don't need to know how the kitchen cooks the food, you just need to know how to place an order with the waiter.

Example 2: What is cloud computing?
Cloud computing is like using the public power grid instead of generating your own electricity. Instead of purchasing and maintaining your own generators (servers), you purchase electricity (computing resources) from the grid (cloud service provider) on demand. This is both economical and convenient.

Now, please explain "Blockchain Technology" in a similar format.

def  customer_service_bot (query, customer_info):
    prompt =  f"""
    You are a professional e-commerce customer service representative named AI Assistant. Your task is to help customers solve problems and provide support.
    
    Customer Information:
    - Name: {customer_info[ 'name' ]}
    - Membership level: {customer_info[ 'membership_level' ]}
    - Purchase history: {customer_info[ 'purchase_history' ]}
    
    Please follow the steps below to respond to customer inquiries:
    1. First, address the customer by name and show that you understand their problem
    2. Then, answer the customer's questions directly, providing accurate, relevant information
    3. If you need more information, ask politely
    4. Finally, ask if there is anything else you can help with
    
    Customer query: {query}
    
    Response format:
    Greetings: [Personalized Greetings]
    Answer: [Direct response to the query]
    Closing: [Friendly closing and follow-up service tips]
    """
    
    return ai_model.generate(prompt)

def  code_review_assistant (code_snippet, language):
    prompt =  f"""
    You are an experienced {language} development expert with a focus on code quality and best practices. Please conduct a comprehensive review of the following code:
    
    ``` {language}
    {code_snippet}
    ```
    
    Please analyze from the following aspects:
    1. Code function: What is the main function of this code?
    2. Code quality: evaluate the readability, maintainability and efficiency of the code
    3. Potential issues: Identify possible bugs, security vulnerabilities, or performance bottlenecks
    4. Improvement suggestions: Provide specific suggestions for improving the code, including code examples
    
    Output format:
    ## Code Function
    [Details]
    
    ## Code Quality Assessment
    [Detailed evaluation]
    
    Potential Problems
    - [Question 1]
    - [Question 2]
    ...
    
    ## Improvement Suggestions
    ``` {language}
    [Improved code example]
    ```
    [Explain the reason for improvement]
    """
    
    return ai_model.generate(prompt)

# Example of iterative optimization of prompt words
initial_prompt =  "Explain what Docker is"
response = ai_model.generate(initial_prompt)

# After evaluating the response, optimize the prompt
improved_prompt =  """
You are a DevOps expert. Please explain the concept of Docker using simple analogies so that people with no technical background can understand it.
The explanation should include:
1. Basic concepts of Docker
2. The main problem it solves
3. Differences from traditional virtualization technology
4. A real-life analogy

Limit to 300 words and use plain language.
"""
improved_response = ai_model.generate(improved_prompt)

Background information: {Detailed background}
Target audience: {audience description}
Intended use: {Description of use}
Restrictions: {time/length/format, etc.}

Based on the above information, please {specific tasks}.

# Low temperature setting - more certain answers, suitable for factual tasks
factual_response = ai_model.generate(prompt, temperature= 0.2 )

# High temperature setting - more creative answers, suitable for creative tasks
creative_response = ai_model.generate(prompt, temperature= 0.8 )