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https://github.com/andylokandy/gpt-4-search

A command line GPT-4 REPL with Google search in 200 lines of code
https://github.com/andylokandy/gpt-4-search

Last synced: 9 days ago
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A command line GPT-4 REPL with Google search in 200 lines of code

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README 

        
# GPT-4 with Search



This is a command-line GPT-4 REPL that utilizes Google to search for the latest information. Its main objective is to showcase how a plugin system can be integrated into an LLM such as GPT-4.



## Usage



## Install



1. Get a OpenAI API key from [here](https://platform.openai.com/account/api-keys), make sure you have access to GPT-4 API endpoint.

2. Get a Google Serach API key according to the [Instruction](https://stackoverflow.com/questions/37083058/programmatically-searching-google-in-python-using-custom-search).

3. Clone the repo.

4. Copy `.env.template` to `.env` and then fill in the API keys.

5. Install the dependencies.

```

poetry install

```

6. Run the script.

```

poetry run python gpt-4-search.py

```



## How it works



The first step of the script is to present a list of plugins available for GPT-4. This list will then be merged with the user prompt and sent to GPT-4. The output will be analyzed to identify any plugin calls. If a plugin call is detected, it will be executed and its result added to the message context before being sent back to GPT-4 for further processing. This cycle continues until GPT-4 returns a response without any plugin calls.



The log file from the demo reveals the mechanics behind the scenes:



````markdown

2023-04-08 00:20:12,662 INFO:user-input: compare the pros and cons for golang and rust

2023-04-08 00:20:12,684 INFO:gpt-context: [HumanMessage(content="You are an helpful and kind assistant to answer questions that can use tools to interact with real world and get access to the latest information. You can call one of the following functions:\n- SEARCH(query: string) searches the web, and returns the top snippets, it'll be better if the query string is in english\n- SUMMARIZE(snippet_ids: uint[]) click into the search result, useful when you want to investigate the detail of the search result\n- PYTHON(code: string) evaluates the code in a python interpreter, wrap code in triple quotes\nIn each response, you must start with a function call. Don't explain why you use a tool. If you cannot figure out the answer, you say ’I don’t know’. When you are generating answers according to the search result, link your answers to the snippet id and use the same language as the questioner\nQ:compare the pros and cons for golang and rust", additional_kwargs={})]

2023-04-08 00:20:16,021 INFO:gpt-response: SEARCH("compare the pros and cons of golang and rust")

2023-04-08 00:20:16,021 INFO:cost: $0.0, total_tokens: 0

2023-04-08 00:20:16,121 INFO:file_cache is only supported with oauth2client<4.0.0

2023-04-08 00:20:16,881 INFO:[{'link': 'https://www.agiratech.com/rust-vs-go', 'query': 'compare the pros and cons of golang and rust'}, {'link': 'https://itnext.io/rust-vs-go-cc38b7048181', 'query': 'compare the pros and cons of golang and rust'}, {'link': 'https://blog.logrocket.com/when-to-use-rust-when-to-use-golang/', 'query': 'compare the pros and cons of golang and rust'}, {'link': 'https://www.myhatchpad.com/insight/choosing-between-rust-or-go/', 'query': 'compare the pros and cons of golang and rust'}, {'link': 'https://blog.logrocket.com/comparing-elixir-rust-go/', 'query': 'compare the pros and cons of golang and rust'}]

2023-04-08 00:20:16,882 INFO:tool-result: ```result

[0] Rust vs Golang: Which One To Choose And Why? | A Comparison ...

Nov 19, 2019 ... Pros and Cons of Golang development. Advantages of Go. Golang is faster than many other programming languages like JavaScript, Java, Python, ...

[1] Rust vs. GO. My goal is to compare both languages… | by Javier ...

Apr 27, 2022 ... In short, Rust is cheaper to run and performs better, also Rust programmers are extremely good, if you use Rust you will attract talent. The ...

[2] When to use Rust and when to use Go - LogRocket Blog

May 18, 2022 ... Go has a stronger focus on building web APIs and small services that can scale endlessly, especially with the power of Goroutines. The latter is ...

[3] What are the Pros and Cons of Rust and Go? - Hatchpad

One expert's take on the Pros, Cons, and Controversies of each language. If you have written code in either Rust or Go, you'll recognize some similarities ...

[4] Comparing Elixir with Rust and Go - LogRocket Blog

Oct 19, 2022 ... What is Erlang? What is Elixir? Elixir pros. Concurrency and scalability; Fault-tolerance; Easier learning curve. Elixir cons. Dynamically typed ...



```

2023-04-08 00:20:16,883 INFO:gpt-context: [HumanMessage(content="You are an helpful and kind assistant to answer questions that can use tools to interact with real world and get access to the latest information. You can call one of the following functions:\n- SEARCH(query: string) searches the web, and returns the top snippets, it'll be better if the query string is in english\n- SUMMARIZE(snippet_ids: uint[]) click into the search result, useful when you want to investigate the detail of the search result\n- PYTHON(code: string) evaluates the code in a python interpreter, wrap code in triple quotes\nIn each response, you must start with a function call. Don't explain why you use a tool. If you cannot figure out the answer, you say ’I don’t know’. When you are generating answers according to the search result, link your answers to the snippet id and use the same language as the questioner\nQ:compare the pros and cons for golang and rust", additional_kwargs={}), AIMessage(content='SEARCH("compare the pros and cons of golang and rust")', additional_kwargs={}), AIMessage(content="```result\n[0] Rust vs Golang: Which One To Choose And Why? | A Comparison ...\nNov 19, 2019 ... Pros and Cons of Golang development. Advantages of Go. Golang is faster than many other programming languages like JavaScript, Java, Python,\xa0...\n[1] Rust vs. GO. My goal is to compare both languages… | by Javier ...\nApr 27, 2022 ... In short, Rust is cheaper to run and performs better, also Rust programmers are extremely good, if you use Rust you will attract talent. The\xa0...\n[2] When to use Rust and when to use Go - LogRocket Blog\nMay 18, 2022 ... Go has a stronger focus on building web APIs and small services that can scale endlessly, especially with the power of Goroutines. The latter is\xa0...\n[3] What are the Pros and Cons of Rust and Go? - Hatchpad\nOne expert's take on the Pros, Cons, and Controversies of each language. If you have written code in either Rust or Go, you'll recognize some similarities\xa0...\n[4] Comparing Elixir with Rust and Go - LogRocket Blog\nOct 19, 2022 ... What is Erlang? What is Elixir? Elixir pros. Concurrency and scalability; Fault-tolerance; Easier learning curve. Elixir cons. Dynamically typed\xa0...\n\n```", additional_kwargs={})]

2023-04-08 00:20:19,548 INFO:gpt-response: SUMMARIZE([0, 1, 2, 3])

2023-04-08 00:20:19,548 INFO:cost: $0.0, total_tokens: 0

2023-04-08 00:20:35,008 INFO:tool-result: ```result

[0]

The present languages used for the development process are far more advanced.

Rust and Go have numerous set of advantages and used for web development

projects all over the world. Both the open-source programming language offers

some advanced features for developing efficient software, integrated

toolchain, memory safety and has a strong community of users.  

Even though both have a few similarities, they also have drastic differences

between each other. What are the major differences? Developing from scratch,

meeting various requisites and writing different types of programs.  

You will have a clear overview of when you can use it with the pros and cons

listed for both the languages. Depending on your requisites differs the choice

of programming language. On thinking about the coding experience and

popularity. Both the language share the same birth year. The Golang popularity

is on a hike from the beginning, But Rust has been experiencing stable growth

in popularity over these years with a strong community.

Rust vs Go: A Comparison

[1]

In summary, both languages compile to a binary that consume very little

resources, Rust is faster and has lower footprint but harder to learn unless

your team already knows C.



# If you are a manager…



  * Use GO for **Serverless** computing and FaaS.

  * Use GO if you are running in Google Cloud since most of the GCP services are based on GO APIs.

  * Use Rust for critical concurrent applications, monoliths or real time systems.

  * Use Rust to attract highly skilled developers.

  * Use Rust for large code bases and complex projects.

  * Use Rust to build **greener** projects.

  * If you are looking to add a new language and you cannot spend much time learning it, GO is easier to adopt than Rust.

  * Use any for microservices or Kubernetes.

Generally speaking **Rust will outperform Go** , but not by much and it will

vary depending on the use case, this is because of the garbage collector.

Depending on how often the **GC** runs the results may change. This is a

drawback in Go: **predictability**. Although the performance differences may

not be huge, Rust performance is predictable.



You can find some initial comparison here. As you can see, in Go, it is easy

to make mistakes that heavily affects performance. In other words, if you

don’t pay close attention and understand how Go works, your code will not

perform great and may have runtime defects, whereas in Rust, the compiler

guides you and force you to write high performant and safe code.

[2]

Right off the bat, there are clear differences between Go and Rust. Go has a

stronger focus on building web APIs and small services that can scale

endlessly, especially with the power of Goroutines. The latter is also

possible with Rust, but things are much harder from a developer experience

point of view.



Rust works well for processing large amounts of data and other CPU-intensive

operations, such as executing algorithms. This is Rust’s biggest edge over Go;

projects that demand high performance are generally better suited for Rust.



In this tutorial, we'll compare and contrast Go and Rust, evaluating each

programming language for performance, concurrency, memory management, and the

overall developer experience. We'll also present an overview of these elements

to help you pick the right language for your project at a glance.



If you're just starting out with Rust, it might be a good idea to brush up on

this beginner's guide before you read any further.

Go vs. Rust: My honest take



Let's start by highlighting the similarities. Both Go and Rust are open-source

and designed to support the microservices architecture and parallel computing

environments. Both optimize the utilization of available CPU cores through

concurrency.



But at the end of the day, which language is best?



There many ways to approach this question. I'd recommend thinking about what

type of application you want to build. Go serves well for creating web

applications and APIs that take advantage of its built-in concurrency features

while supporting the microservices architecture.



You can also use Rust to develop a web API, but it wasn't designed with this

use case in mind. Rust’s focus on memory-safety increases complexity and

development time, especially for a fairly simple web API. However, the larger

amount of control you have over your code allows you to write more optimized,

memory-efficient, and performant code.

[3]

**THE BACKSTAGE PASS INTO STARTUP TECH TEAMS**



Each week we send an email with insights from our conversations with startup

tech leaders and technologists.



Leave this field empty if you're human:



# Pros and Cons of Rust and Go



**One expert’s take on the Pros, Cons, and Controversies of each language.**



If you have written code in either Rust or Go, you’ll recognize some

similarities and differences between them. While there is some overlap between

the goals of the two languages, there are plenty of differences between the

two. Each language offers benefits depending on the problem you’re trying to

solve.

When it comes to choosing between the two languages, I think in some ways it’s

more about your programming background than the specific problem you’re trying

to solve. You could probably frame most problems in a way that would fit into

a Rust codebase or a Go codebase.



In my experience at a startup, we chose to use Go, especially when we were in

a period of rapid growth because it was easy to pick up. New team members

could quickly start contributing and help build systems.



That’s definitely not exactly the case for Rust. It has a steeper learning

curve due to its unique memory model and can feel difficult to pick up. I’ve

found that teams with a C++ or Java background will likely pick it up quickly.

It seems to draw people who come from “big” languages rather than “small”

ones, if that makes sense.



```

2023-04-08 00:20:35,009 INFO:gpt-context: [HumanMessage(content="You are an helpful and kind assistant to answer questions that can use tools to interact with real world and get access to the latest information. You can call one of the following functions:\n- SEARCH(query: string) searches the web, and returns the top snippets, it'll be better if the query string is in english\n- SUMMARIZE(snippet_ids: uint[]) click into the search result, useful when you want to investigate the detail of the search result\n- PYTHON(code: string) evaluates the code in a python interpreter, wrap code in triple quotes\nIn each response, you must start with a function call. Don't explain why you use a tool. If you cannot figure out the answer, you say ’I don’t know’. When you are generating answers according to the search result, link your answers to the snippet id and use the same language as the questioner\nQ:compare the pros and cons for golang and rust", additional_kwargs={}), AIMessage(content='SEARCH("compare the pros and cons of golang and rust")', additional_kwargs={}), AIMessage(content="```result\n[0] Rust vs Golang: Which One To Choose And Why? | A Comparison ...\nNov 19, 2019 ... Pros and Cons of Golang development. Advantages of Go. Golang is faster than many other programming languages like JavaScript, Java, Python,\xa0...\n[1] Rust vs. GO. My goal is to compare both languages… | by Javier ...\nApr 27, 2022 ... In short, Rust is cheaper to run and performs better, also Rust programmers are extremely good, if you use Rust you will attract talent. The\xa0...\n[2] When to use Rust and when to use Go - LogRocket Blog\nMay 18, 2022 ... Go has a stronger focus on building web APIs and small services that can scale endlessly, especially with the power of Goroutines. The latter is\xa0...\n[3] What are the Pros and Cons of Rust and Go? - Hatchpad\nOne expert's take on the Pros, Cons, and Controversies of each language. If you have written code in either Rust or Go, you'll recognize some similarities\xa0...\n[4] Comparing Elixir with Rust and Go - LogRocket Blog\nOct 19, 2022 ... What is Erlang? What is Elixir? Elixir pros. Concurrency and scalability; Fault-tolerance; Easier learning curve. Elixir cons. Dynamically typed\xa0...\n\n```", additional_kwargs={}), AIMessage(content='SUMMARIZE([0, 1, 2, 3])', additional_kwargs={}), AIMessage(content="```result\n[0]\nThe present languages used for the development process are far more advanced.\nRust and Go have numerous set of advantages and used for web development\nprojects all over the world. Both the open-source programming language offers\nsome advanced features for developing efficient software, integrated\ntoolchain, memory safety and has a strong community of users.  \nEven though both have a few similarities, they also have drastic differences\nbetween each other. What are the major differences? Developing from scratch,\nmeeting various requisites and writing different types of programs.  \nYou will have a clear overview of when you can use it with the pros and cons\nlisted for both the languages. Depending on your requisites differs the choice\nof programming language. On thinking about the coding experience and\npopularity. Both the language share the same birth year. The Golang popularity\nis on a hike from the beginning, But Rust has been experiencing stable growth\nin popularity over these years with a strong community.\nRust vs Go: A Comparison\n[1]\nIn summary, both languages compile to a binary that consume very little\nresources, Rust is faster and has lower footprint but harder to learn unless\nyour team already knows C.\n\n# If you are a manager…\n\n  * Use GO for **Serverless** computing and FaaS.\n  * Use GO if you are running in Google Cloud since most of the GCP services are based on GO APIs.\n  * Use Rust for critical concurrent applications, monoliths or real time systems.\n  * Use Rust to attract highly skilled developers.\n  * Use Rust for large code bases and complex projects.\n  * Use Rust to build **greener** projects.\n  * If you are looking to add a new language and you cannot spend much time learning it, GO is easier to adopt than Rust.\n  * Use any for microservices or Kubernetes.\nGenerally speaking **Rust will outperform Go** , but not by much and it will\nvary depending on the use case, this is because of the garbage collector.\nDepending on how often the **GC** runs the results may change. This is a\ndrawback in Go: **predictability**. Although the performance differences may\nnot be huge, Rust performance is predictable.\n\nYou can find some initial comparison here. As you can see, in Go, it is easy\nto make mistakes that heavily affects performance. In other words, if you\ndon’t pay close attention and understand how Go works, your code will not\nperform great and may have runtime defects, whereas in Rust, the compiler\nguides you and force you to write high performant and safe code.\n[2]\nRight off the bat, there are clear differences between Go and Rust. Go has a\nstronger focus on building web APIs and small services that can scale\nendlessly, especially with the power of Goroutines. The latter is also\npossible with Rust, but things are much harder from a developer experience\npoint of view.\n\nRust works well for processing large amounts of data and other CPU-intensive\noperations, such as executing algorithms. This is Rust’s biggest edge over Go;\nprojects that demand high performance are generally better suited for Rust.\n\nIn this tutorial, we'll compare and contrast Go and Rust, evaluating each\nprogramming language for performance, concurrency, memory management, and the\noverall developer experience. We'll also present an overview of these elements\nto help you pick the right language for your project at a glance.\n\nIf you're just starting out with Rust, it might be a good idea to brush up on\nthis beginner's guide before you read any further.\nGo vs. Rust: My honest take\n\nLet's start by highlighting the similarities. Both Go and Rust are open-source\nand designed to support the microservices architecture and parallel computing\nenvironments. Both optimize the utilization of available CPU cores through\nconcurrency.\n\nBut at the end of the day, which language is best?\n\nThere many ways to approach this question. I'd recommend thinking about what\ntype of application you want to build. Go serves well for creating web\napplications and APIs that take advantage of its built-in concurrency features\nwhile supporting the microservices architecture.\n\nYou can also use Rust to develop a web API, but it wasn't designed with this\nuse case in mind. Rust’s focus on memory-safety increases complexity and\ndevelopment time, especially for a fairly simple web API. However, the larger\namount of control you have over your code allows you to write more optimized,\nmemory-efficient, and performant code.\n[3]\n**THE BACKSTAGE PASS INTO STARTUP TECH TEAMS**\n\nEach week we send an email with insights from our conversations with startup\ntech leaders and technologists.\n\nLeave this field empty if you're human:\n\n# Pros and Cons of Rust and Go\n\n**One expert’s take on the Pros, Cons, and Controversies of each language.**\n\nIf you have written code in either Rust or Go, you’ll recognize some\nsimilarities and differences between them. While there is some overlap between\nthe goals of the two languages, there are plenty of differences between the\ntwo. Each language offers benefits depending on the problem you’re trying to\nsolve.\nWhen it comes to choosing between the two languages, I think in some ways it’s\nmore about your programming background than the specific problem you’re trying\nto solve. You could probably frame most problems in a way that would fit into\na Rust codebase or a Go codebase.\n\nIn my experience at a startup, we chose to use Go, especially when we were in\na period of rapid growth because it was easy to pick up. New team members\ncould quickly start contributing and help build systems.\n\nThat’s definitely not exactly the case for Rust. It has a steeper learning\ncurve due to its unique memory model and can feel difficult to pick up. I’ve\nfound that teams with a C++ or Java background will likely pick it up quickly.\nIt seems to draw people who come from “big” languages rather than “small”\nones, if that makes sense.\n\n```", additional_kwargs={})]

2023-04-08 00:21:04,309 INFO:gpt-response: Pros and Cons of Golang:

Pros:

- Faster than many other programming languages like JavaScript, Java, Python [0].

- Easy to learn, making it suitable for quick onboarding of new team members [3].

- Strong focus on building web APIs and small services that can scale endlessly, with the power of Goroutines [2].



Cons:

- Performance may not be as predictable as Rust due to garbage collection [1].



Pros and Cons of Rust:

Pros:

- Faster and has a lower footprint than Golang [1].

- Great for critical concurrent applications, monoliths, or real-time systems [1].

- Attracts highly skilled developers [1].

- Better suited for large code bases and complex projects [1].

- More predictable performance [1].

- Good for processing large amounts of data and other CPU-intensive operations like executing algorithms [2].



Cons:

- Harder to learn, especially for those without a background in languages like C++ or Java [3].

- Increased complexity and development time for simple web APIs due to its focus on memory safety [2].



2023-04-08 00:21:04,309 INFO:cost: $0.0, total_tokens: 0

2023-04-08 00:21:04,309 INFO:no function call, so it is the answer

2023-04-08 00:21:09,410 INFO:user-input: thank you

2023-04-08 00:21:09,411 INFO:gpt-context: [HumanMessage(content="You are an helpful and kind assistant to answer questions that can use tools to interact with real world and get access to the latest information. You can call one of the following functions:\n- SEARCH(query: string) searches the web, and returns the top snippets, it'll be better if the query string is in english\n- SUMMARIZE(snippet_ids: uint[]) click into the search result, useful when you want to investigate the detail of the search result\n- PYTHON(code: string) evaluates the code in a python interpreter, wrap code in triple quotes\nIn each response, you must start with a function call. Don't explain why you use a tool. If you cannot figure out the answer, you say ’I don’t know’. When you are generating answers according to the search result, link your answers to the snippet id and use the same language as the questioner\nQ:compare the pros and cons for golang and rust", additional_kwargs={}), AIMessage(content='SEARCH("compare the pros and cons of golang and rust")', additional_kwargs={}), AIMessage(content="```result\n[0] Rust vs Golang: Which One To Choose And Why? | A Comparison ...\nNov 19, 2019 ... Pros and Cons of Golang development. Advantages of Go. Golang is faster than many other programming languages like JavaScript, Java, Python,\xa0...\n[1] Rust vs. GO. My goal is to compare both languages… | by Javier ...\nApr 27, 2022 ... In short, Rust is cheaper to run and performs better, also Rust programmers are extremely good, if you use Rust you will attract talent. The\xa0...\n[2] When to use Rust and when to use Go - LogRocket Blog\nMay 18, 2022 ... Go has a stronger focus on building web APIs and small services that can scale endlessly, especially with the power of Goroutines. The latter is\xa0...\n[3] What are the Pros and Cons of Rust and Go? - Hatchpad\nOne expert's take on the Pros, Cons, and Controversies of each language. If you have written code in either Rust or Go, you'll recognize some similarities\xa0...\n[4] Comparing Elixir with Rust and Go - LogRocket Blog\nOct 19, 2022 ... What is Erlang? What is Elixir? Elixir pros. Concurrency and scalability; Fault-tolerance; Easier learning curve. Elixir cons. Dynamically typed\xa0...\n\n```", additional_kwargs={}), AIMessage(content='SUMMARIZE([0, 1, 2, 3])', additional_kwargs={}), AIMessage(content="```result\n[0]\nThe present languages used for the development process are far more advanced.\nRust and Go have numerous set of advantages and used for web development\nprojects all over the world. Both the open-source programming language offers\nsome advanced features for developing efficient software, integrated\ntoolchain, memory safety and has a strong community of users.  \nEven though both have a few similarities, they also have drastic differences\nbetween each other. What are the major differences? Developing from scratch,\nmeeting various requisites and writing different types of programs.  \nYou will have a clear overview of when you can use it with the pros and cons\nlisted for both the languages. Depending on your requisites differs the choice\nof programming language. On thinking about the coding experience and\npopularity. Both the language share the same birth year. The Golang popularity\nis on a hike from the beginning, But Rust has been experiencing stable growth\nin popularity over these years with a strong community.\nRust vs Go: A Comparison\n[1]\nIn summary, both languages compile to a binary that consume very little\nresources, Rust is faster and has lower footprint but harder to learn unless\nyour team already knows C.\n\n# If you are a manager…\n\n  * Use GO for **Serverless** computing and FaaS.\n  * Use GO if you are running in Google Cloud since most of the GCP services are based on GO APIs.\n  * Use Rust for critical concurrent applications, monoliths or real time systems.\n  * Use Rust to attract highly skilled developers.\n  * Use Rust for large code bases and complex projects.\n  * Use Rust to build **greener** projects.\n  * If you are looking to add a new language and you cannot spend much time learning it, GO is easier to adopt than Rust.\n  * Use any for microservices or Kubernetes.\nGenerally speaking **Rust will outperform Go** , but not by much and it will\nvary depending on the use case, this is because of the garbage collector.\nDepending on how often the **GC** runs the results may change. This is a\ndrawback in Go: **predictability**. Although the performance differences may\nnot be huge, Rust performance is predictable.\n\nYou can find some initial comparison here. As you can see, in Go, it is easy\nto make mistakes that heavily affects performance. In other words, if you\ndon’t pay close attention and understand how Go works, your code will not\nperform great and may have runtime defects, whereas in Rust, the compiler\nguides you and force you to write high performant and safe code.\n[2]\nRight off the bat, there are clear differences between Go and Rust. Go has a\nstronger focus on building web APIs and small services that can scale\nendlessly, especially with the power of Goroutines. The latter is also\npossible with Rust, but things are much harder from a developer experience\npoint of view.\n\nRust works well for processing large amounts of data and other CPU-intensive\noperations, such as executing algorithms. This is Rust’s biggest edge over Go;\nprojects that demand high performance are generally better suited for Rust.\n\nIn this tutorial, we'll compare and contrast Go and Rust, evaluating each\nprogramming language for performance, concurrency, memory management, and the\noverall developer experience. We'll also present an overview of these elements\nto help you pick the right language for your project at a glance.\n\nIf you're just starting out with Rust, it might be a good idea to brush up on\nthis beginner's guide before you read any further.\nGo vs. Rust: My honest take\n\nLet's start by highlighting the similarities. Both Go and Rust are open-source\nand designed to support the microservices architecture and parallel computing\nenvironments. Both optimize the utilization of available CPU cores through\nconcurrency.\n\nBut at the end of the day, which language is best?\n\nThere many ways to approach this question. I'd recommend thinking about what\ntype of application you want to build. Go serves well for creating web\napplications and APIs that take advantage of its built-in concurrency features\nwhile supporting the microservices architecture.\n\nYou can also use Rust to develop a web API, but it wasn't designed with this\nuse case in mind. Rust’s focus on memory-safety increases complexity and\ndevelopment time, especially for a fairly simple web API. However, the larger\namount of control you have over your code allows you to write more optimized,\nmemory-efficient, and performant code.\n[3]\n**THE BACKSTAGE PASS INTO STARTUP TECH TEAMS**\n\nEach week we send an email with insights from our conversations with startup\ntech leaders and technologists.\n\nLeave this field empty if you're human:\n\n# Pros and Cons of Rust and Go\n\n**One expert’s take on the Pros, Cons, and Controversies of each language.**\n\nIf you have written code in either Rust or Go, you’ll recognize some\nsimilarities and differences between them. While there is some overlap between\nthe goals of the two languages, there are plenty of differences between the\ntwo. Each language offers benefits depending on the problem you’re trying to\nsolve.\nWhen it comes to choosing between the two languages, I think in some ways it’s\nmore about your programming background than the specific problem you’re trying\nto solve. You could probably frame most problems in a way that would fit into\na Rust codebase or a Go codebase.\n\nIn my experience at a startup, we chose to use Go, especially when we were in\na period of rapid growth because it was easy to pick up. New team members\ncould quickly start contributing and help build systems.\n\nThat’s definitely not exactly the case for Rust. It has a steeper learning\ncurve due to its unique memory model and can feel difficult to pick up. I’ve\nfound that teams with a C++ or Java background will likely pick it up quickly.\nIt seems to draw people who come from “big” languages rather than “small”\nones, if that makes sense.\n\n```", additional_kwargs={}), AIMessage(content='Pros and Cons of Golang:\nPros:\n- Faster than many other programming languages like JavaScript, Java, Python [0].\n- Easy to learn, making it suitable for quick onboarding of new team members [3].\n- Strong focus on building web APIs and small services that can scale endlessly, with the power of Goroutines [2].\n\nCons:\n- Performance may not be as predictable as Rust due to garbage collection [1].\n\nPros and Cons of Rust:\nPros:\n- Faster and has a lower footprint than Golang [1].\n- Great for critical concurrent applications, monoliths, or real-time systems [1].\n- Attracts highly skilled developers [1].\n- Better suited for large code bases and complex projects [1].\n- More predictable performance [1].\n- Good for processing large amounts of data and other CPU-intensive operations like executing algorithms [2].\n\nCons:\n- Harder to learn, especially for those without a background in languages like C++ or Java [3].\n- Increased complexity and development time for simple web APIs due to its focus on memory safety [2].\n', additional_kwargs={}), HumanMessage(content='Q:thank you', additional_kwargs={})]

2023-04-08 00:21:12,977 INFO:gpt-response: You're welcome! If you have any more questions or need further assistance, feel free to ask.

2023-04-08 00:21:12,977 INFO:cost: $0.0, total_tokens: 0

2023-04-08 00:21:12,978 INFO:no function call, so it is the answer

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