Prompt Programming with ChatGPT (An Automated Ai Job Hunter Bot)

Hey everyone. I've been having an absolute blast brainstorming app ideas with ChatGPT lately! It's seriously addictive. So, I figured, why not spread the joy and let you all in on my little coding tricks?

Here's the scoop: I've been using ChatGPT to generate outlines for app functions, and it's been a game-changer. Now, I won't give away all my secrets, but let's just say that ChatGPT is the perfect solution when you're stuck or need creative inspiration.

Of course, I know not everyone is as tech-savvy as I am, but don't worry! If you're uncomfortable with coding, you can always use OpenAi Codex for help. Just head on over to the OpenAI Codex Playground and get cracking!

Oh, and here's a pro tip: set the temperature to 0, P=0, Model=code-davinci--002 for the most deterministic output.

I'd also suggest using VS-Code with the Co-pilot plugin to help find potential errors etc.

The script uses Cloudflare Workers and OpenAI's GPT 3 API (davinci) to fetch job postings from multiple job boards, generate personalized cover letters based on the job requirements, and submit applications to job postings. The script includes an option to provide examples for the cover letter and allows job submissions to be paused or stopped.

A bit of context for the app concept.

The average job seeker must apply to more than 80 jobs before getting a new position, which can be time-consuming and exhausting. This job application automation script has the potential to significantly streamline the job application process for job seekers, allowing them to apply to multiple jobs with personalized cover letters without having to spend hours customizing each application. With the addition of cron triggers, the script can even automatically search for and apply to new job opportunities as they become available.

By leveraging Cloudflare Workers and OpenAI's GPT API, the script can also be run entirely on the cloud without requiring any local setup or infrastructure, making it easily accessible to anyone with an internet connection. The addition of Slack notifications also provides a convenient way to keep track of job submissions and application responses in real-time).

This job application automation script has the potential to save job seekers a significant amount of time and effort while improving the quality of their job applications, leading to higher chances of landing a job that matches their skills and experience.

Now let's get to the good parts.

Prompt:

Give me a straw man JavaScript in markdown based on the following 
requirements. Make sure to provide using example using a Cloudflare worker, 
esm compatible, and limit external libraries unless no other option is 
available. Include descriptions that can be used for prompts for each 
function and include secured API endpoints for all capabilities. Create 
placeholders for various functions. Output code with a temperature of 0.

'''Requirements:'''
The script should pull job postings from various job board APIs and LinkedIn based on specific criteria.
The script should store the potential job postings in a queue with options to submit or reject.
The script should use OpenAI GPT API to generate a personalized cover letter for each job posting.
The script should allow users to attach their resume and LinkedIn profile to each job submission.
The script should submit job applications to LinkedIn and track their status in the queue.
The script should monitor the specified email account for responses from employers.
The script should use OpenAI GPT API to generate a personalized response email based on the employer's message.
The script should notify the user when a response and the generated response email are received.
The script should allow users to update or delete job submissions from the queue.
Include cron triggers using Cloudflare that can be configured to check for new job opportunities based on specific frequencies like hourly or daily. 
Post notifications of new jobs or application responses to a slack channel.
Include an option to stop or pause applications.
Options to provide examples for the application cover letter.         

The Output: Job Application Automation Script

This script is designed to automate job application processes. It pulls job postings from various job board APIs and LinkedIn based on specific criteria, stores potential job postings in a queue, generates personalized cover letters for each job posting using OpenAI GPT API, and submits job applications to LinkedIn while tracking their status in the queue. The script also monitors the specified email account for responses from employers, generates personalized response emails based on employers' messages, and notifies the user when a response is received.

This JavaScript code provides a basic structure for automating job application processes. It pulls job postings from various job board APIs and LinkedIn based on specific criteria, generates personalized cover letters using OpenAI GPT API, submits job applications to LinkedIn, monitors the specified email account for responses from employers, generates personalized response emails using OpenAI GPT API, and notifies the user when a response is received. The script also includes cron triggers using Cloudflare that can be configured to check for new job opportunities based on specific frequencies like hourly or daily, and options to stop or pause applications.

You need to use the following API from LinkedIn:

https://learn.microsoft.com/en-us/linkedin/talent/apply-with-linkedin/customer-configuration

Setup

To use this script, you will need to provide your API credentials for each job board API and LinkedIn, as well as OpenAI GPT API. You can store these credentials as environment variables in a .env file.

require('dotenv').config(); 
const jobBoardAPIKey = process.env.JOB_BOARD_API_KEY; 
const linkedInAPIKey = process.env.LINKEDIN_API_KEY; 
const openAIAPIKey = process.env.OPENAI_API_KEY; 

// use the API keys in your code here         

Functions

getJobPostings(criteria)

This function pulls job postings from various job board APIs and LinkedIn based on the specified criteria.

async function getJobPostings(criteria) { 
// make API calls to job boards and LinkedIn based on criteria 
// return an array of job postings 
}
        

addToQueue(jobPostings)

This function adds the specified job postings to the queue.

function addToQueue(jobPostings) { 
// add job postings to the queue 
}         

submitJobApplication(application, resume, linkedInProfile)

This function submits a job application to LinkedIn with the specified application, resume, and LinkedIn profile.

async function submitJobApplication(application, resume, linkedInProfile) { 
// submit job application to LinkedIn 
// track application status in the queue 
}         

generateCoverLetter(jobPosting)

This function generates a personalized cover letter for the specified job posting using OpenAI GPT API.

async function generateCoverLetter(jobPosting) { 
// use OpenAI GPT API to generate a personalized cover letter 
// return the cover letter text 
}         

monitorEmailAccount(email)

This function monitors the specified email account for responses from employers.

async function monitorEmailAccount(email) { 
// monitor the email account for new messages 
// when a new message is received, generate a personalized 
// response email using OpenAI GPT API and notify the user 
}         

generateResponseEmail(message)

This function generates a personalized response email based on the employer's message using OpenAI GPT API.

async function generateResponseEmail(message) { 
// use OpenAI GPT API to generate a personalized response email 
// return the response email text 
}         

updateQueue(jobPostings)

This function updates the job submissions in the queue with the specified job postings.

function updateQueue(jobPostings) { 
// update job submissions in the queue 
}         

deleteFromQueue(jobPostings)

This function deletes the specified job submissions from the queue.

function deleteFromQueue(jobPostings) { 
// delete job submissions from the queue 
}         

pauseApplications()

This function stops the job application process.

function pauseApplications() { 
// stop job application process 
}         

resumeApplications()

This function resumes the job application process.

function resumeApplications() { 
// resume job application process 
} 
        

generateCoverLetterExamples()

This function provides examples for the application cover letter.

function generateCoverLetterExamples() { 
// provide examples for the application cover letter 
}         

Cron Triggers

This script includes cron triggers using Cloudflare that can be configured to check for new job opportunities based on specific frequencies like hourly or daily.

addEventListener('scheduled', event => {
  event.waitUntil(processQueue());
});

async function processQueue() {
  // check job board APIs and LinkedIn for new job opportunities based on specific frequencies
  // add new job postings to the queue
  // generate cover letters for new job postings
  // submit job applications to LinkedIn
  // monitor email account for responses from employers and generate response emails
  // post notifications of new jobs or application responses to a slack channel
}        

Finishing the Functions with Prompts.

Now that you have a straw man, you can use the various example descriptions and functions to create the application. Remember that ChatGPT and Codex have a limited number of tokens for output, so you'll want to create this in pieces and constantly check for errors since GPT can sometimes take some creative liberties with the output. The 0 temperature should help keep the result deterministic.

If the result is cut off before the end of the output write:

continue previous output        

Using the previous Cron Triggers as an example:

You are creating an automated job application system using Cloudflare Workers that will periodically check job board APIs and LinkedIn for new job opportunities. You will add new job postings to a queue and generate personalized cover letters for each job posting using OpenAI GPT API. The system will submit job applications to LinkedIn and monitor your email account for responses from employers. When a response is received, the system will generate a personalized response email using OpenAI GPT API and notify you. You also want to post notifications of new jobs or application responses to a Slack channel.
Complete the following function, which is triggered periodically using Cloudflare Workers. The function should implement the automated job application system according to the above requirements:


addEventListener('scheduled', event => {
? event.waitUntil(processQueue());
});


async function processQueue() {
? // TODO: implement the automated job application system
}
        

Output:

addEventListener('scheduled', event => {
? event.waitUntil(processQueue());
});


async function processQueue() {
? // check job board APIs and LinkedIn for new job opportunities based on specific frequencies
? const jobPostings = await getJobPostings('web developer');


? // add new job postings to the queue
? addToQueue(jobPostings);


? // generate cover letters for new job postings
? for (const jobPosting of jobPostings) {
? ? const coverLetter = await generateCoverLetter(jobPosting);
? ? jobPosting.coverLetter = coverLetter;
? }


? // submit job applications to LinkedIn
? for (const jobPosting of jobPostingsQueue) {
? ? if (!jobPosting.applicationStatus) {
? ? ? await submitJobApplication(jobPosting.coverLetter, jobPosting.resume, jobPosting.linkedInProfile);
? ? }
? }


? // monitor email account for responses from employers and generate response emails
? const newResponses = await monitorEmailAccount();
? for (const response of newResponses) {
? ? const responseEmail = await generateResponseEmail(response.message);
? ? const jobPosting = jobPostingsQueue.find(job => job.id === response.jobPostingId);
? ? if (jobPosting) {
? ? ? jobPosting.responseEmail = responseEmail;
? ? ? jobPosting.responseStatus = response.status;
? ? }
? }


? // post notifications of new jobs or application responses to a Slack channel
? const slackClient = new SlackClient(slackToken);
? for (const jobPosting of jobPostingsQueue) {
? ? if (!jobPosting.notified) {
? ? ? if (jobPosting.applicationStatus) {
? ? ? ? const text = `New job application status for "${jobPosting.title}": ${jobPosting.applicationStatus}`;
? ? ? ? await slackClient.chat.postMessage({ channel: slackChannel, text });
? ? ? }
? ? ? if (jobPosting.responseStatus) {
? ? ? ? const text = `New response status for "${jobPosting.title}": ${jobPosting.responseStatus}\n\nResponse email:\n\n${jobPosting.responseEmail}`;
? ? ? ? await slackClient.chat.postMessage({ channel: slackChannel, text });
? ? ? }
? ? ? jobPosting.notified = true;
? ? }
? }
}
        

This implementation checks job board APIs and LinkedIn for new job opportunities, adds new job postings to the queue, generates personalized cover letters for each job posting using OpenAI GPT API, submits job applications to LinkedIn, monitors the specified email account for responses from employers, generates personalized response emails using OpenAI GPT API, and notifies the user when a response is received. The implementation also posts notifications of new jobs or application responses to a Slack channel. This function can be used as the main entry point for your Cloudflare worker to automate your job application system.

Ai Prompt Programming Reddit Group

Ai Prompt Programming Linkedin Group