Inspiration
Almost every student struggle with repetitive online tasks — especially when applying for jobs. That’s where Resume Applier comes in! It’s designed to simplify and automate these everyday browser actions, saving time and effort.
What it does
It automates browser workflows by analyzing and extracting the DOM structure of web pages. Based on what it finds, it intelligently decides which actions to perform — from filling out forms to submitting job applications — all without manual clicks. It is not limited to applying for jobs, it also does everyday/browser tasks.
How we built it
We implemented a multi-agent orchestration system, where a supervisor agent assigns tasks to multiple worker agents. Each worker agent handles specific actions, while the supervisor coordinates the overall flow — making the system modular, scalable, and intelligent.
Challenges we ran into
The workflow design and function management were quite complex. Since the project integrates four different AI models, ensuring smooth communication between them was a major challenge. We also had to carefully manage function calling, timing, and error handling within the limited hackathon time.
Accomplishments that we're proud of
We’re proud that our system can now extract job postings and automatically apply to them! It also performs general browser automation — for example, we can even tell it to add “tomatoes” to the Target cart, just for fun! Seeing our AI handle real browser interactions independently was a huge achievement.
What we learned
We learned that AI agent orchestration is a crucial skill when building complex, autonomous systems. It taught us how to manage multi-model workflows, error handling, and collaborative agent behavior effectively.
What's next for clickless AI
The next step is to enable inter-agent communication with enhanced shared memory among agents, improve workflow design and security, and build an active job matcher. This feature will extract skills from a resume and match them with job descriptions — helping users find the best-fit opportunities effortlessly.
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