In today’s ultra-competitive tech world, standing out isn’t just about a strong resume—it’s about smart, innovative solutions that save time, optimize processes, and demonstrate foresight. Joelle Khalil, an Electrical and Electronics Engineer specializing in FPGA design and machine learning, is doing just that. Her cutting-edge Agentic AI application, showcased on her Ka.nz. portfolio, is transforming how engineers manage their careers—from Lebanon to Maryland.
Meet the AI That Works While You Don’t
Joelle’s Agentic AI isn’t just software—it’s a personal, autonomous assistant designed to handle the chaos of LinkedIn notifications and turn overwhelming data into actionable insights.
Here’s How It Works:
- Automated Data Gathering: Every day, a Python script runs via Windows Task Scheduler to scrape LinkedIn notifications and pull relevant professional updates—no manual effort needed.
- Smart Summarization: Using an n8n workflow powered by a Gemini 1.5 Flash model, the AI processes raw data and summarizes each notification into clear, actionable bullet points.
- Seamless Delivery: The final digest lands in her inbox, providing a quick, organized overview of opportunities and next steps.
This system demonstrates not only Joelle’s technical expertise , but her forward-thinking approach: leveraging AI to streamline workflows, anticipate needs, and stay ahead in a competitive job market.

🔧 A Career Defined by Innovation
Joelle’s foundation in Electrical and Electronics Engineering, coupled with hands-on experience in FPGA design, machine learning, and systems integration, makes her uniquely positioned to combine engineering expertise with AI-driven automation. Her portfolio reflects a professional who doesn’t just solve problems—she designs systems that work smarter for her and any team she joins.
🌟 Why Employers Should Take Notice
- 🛠 Proactive Problem-Solver: Joelle anticipates challenges and creates autonomous solutions.
- 🤖 AI Integration Expert: From Python scripting to advanced AI workflows, she transforms concepts into actionable systems.
- ⏱ Efficiency & Precision: By automating complex tasks, she delivers faster, more accurate results than traditional methods.
In an era where automation and AI are redefining engineering careers, Joelle Khalil is not just keeping up—she’s setting the standard. 💡 For companies seeking engineers who combine technical mastery with visionary AI applications, Joelle isn’t just a candidate—she’s a game-changer. 🚀

I am Hanadi Farah, a dedicated HR and recruitment professional with a strong foundation in Human Resources Management. I graduated from Antonine University with a degree in Human Resources Management,
I currently work as a Recruiter at Jobs for Ka.nz, connecting talented candidates with career opportunities across various industries and ensuring a seamless hiring experience for both employers and job seekers. My expertise includes candidate sourcing, screening, and interview coordination, combined with a keen understanding of organizational needs and workplace dynamics