Inspiration

We are all recent graduates or upcoming graduates with Computer Science degrees. We have seen how tough the job market can be and wanted to create something that would help recruiters make better and more informed decisions

What it does

This program allows recruiters to chat using Gemini to jobs and get insights into applicants

How we built it

We utilize VertexAI, Gemini, Pinecone, ReactJS and FastAPI to create a seamless experience for applicants and recruiters.

Challenges we ran into

We ran into a few challenges when creating our Retrieval Augmented Generation workflow. Namely, creating embeddings while also storing the PDF within MongoDB. In hindsight, it may have been easier to simply store the PDF embeddings rather than storing both, but we wanted the Recruiter to have the option of downloading the PDF just like any other recruiting platform would allow. We also ran into issues with system prompting and designing our VertexAI x Gemini workflow to work consistently across queries

Accomplishments that we're proud of

We created, what we believe, to be the first Recruiting forward RAG application built with Gemini

What we learned

We learned a lot, especially about working with LLMs and how RAG works to enable reduced hallucinations for businesses and consumers

What's next for Recruit Wise

We hope to be able to thoroughly test it further and potentially either open source it or make it a program that businesses can utilize

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