Building a Job Application Agent with Gen AI Tools

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The article discusses using Gen AI tools (GPT, Gemini, Claude) to refine resumes and build a scrappy job application agent inspired by RiskIQ’s user journey crawler. The experiment involved testing Gemini, Claude, Replit, Cursor, and Codewhisperer for deployment.

You Should Know:

1. Automating Resume Optimization with GPT & Gemini

Use OpenAI’s GPT or Google’s Gemini to refine your resume:

import openai

response = openai.ChatCompletion.create( 
model="gpt-4", 
messages=[ 
{"role": "system", "content": "You are a professional resume optimizer."}, 
{"role": "user", "content": "Improve this resume for a cybersecurity role: [bash]"} 
] 
) 
print(response.choices[bash].message.content)

For Gemini:

import google.generativeai as genai

genai.configure(api_key="YOUR_API_KEY") 
model = genai.GenerativeModel('gemini-pro') 
response = model.generate_content("Rewrite this resume for an AI engineering role: [bash]") 
print(response.text)

2. Building a Job Application Crawler

A basic Python script using `requests` and `BeautifulSoup` to scrape job postings:

import requests 
from bs4 import BeautifulSoup

def scrape_jobs(url): 
response = requests.get(url) 
soup = BeautifulSoup(response.text, 'html.parser') 
jobs = soup.find_all('div', class_='job-listing') 
for job in jobs: 
title = job.find('h2').text 
print(f"Job {title}")

scrape_jobs("https://example.com/jobs")

3. Deploying with Replit & Codewhisperer

  • Use Replit for quick cloud-based scripting.
  • Integrate AWS Codewhisperer for AI-assisted coding in VS Code.

4. Roblox Scripting for Physics-Based Games

Example Lua script for a Portal-inspired obstacle course in Roblox:

local part = script.Parent 
part.Touched:Connect(function(hit) 
local humanoid = hit.Parent:FindFirstChild("Humanoid") 
if humanoid then 
humanoid.JumpPower = 100 
humanoid:ChangeState(Enum.HumanoidStateType.Jumping) 
end 
end)

5. Linux & Windows Commands for Automation

  • Linux: 
    Automate job searches with curl & grep 
curl -s "https://example.com/jobs?q=cybersecurity" | grep -E "hacker|security|analyst"
  • Windows (PowerShell): 
    Extract job data from JSON APIs 
Invoke-RestMethod -Uri "https://api.example.com/jobs" | Where-Object { $_.title -match "AI" }

What Undercode Say:

Automating job applications with AI is a growing trend, but ethical scraping and transparency are crucial. Tools like GPT-4 and Gemini can enhance resumes, but manual verification is necessary to avoid false claims. Roblox scripting introduces kids to coding logic, while Codewhisperer and Replit streamline development. Expect more AI-driven career tools in 2024.

Prediction:

AI-powered job agents will evolve into personalized career assistants, integrating real-time market data and skill-gap analysis.

Expected Output:

Job Senior Cybersecurity Engineer 
Job AI Research Scientist

(URLs if applicable: Gemini API, OpenAI API)

IT/Security Reporter URL:

Reported By: Vm34 Careertransition – Hackers Feeds
Extra Hub: Undercode MoN
Basic Verification: Pass ✅

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