✉️ Cover Letter Generator

During my time searching for jobs I found myself spending too much time writing tailored cover letters, when in fact the final cover letter contained much of the same content as my past letters.

To speed up the process, I wrote a small LLM RAG pipeline to:

• 1. Go through my past cover letters, and retrieve the sentences in their body text with a small LLM.
• 2. Cluster the sentences into labelled clusters with HDBSCAN and an open-source embedding model.
• 3. Sort the clusters given their similarity to a job posting using the same embedding.
• 4. Generate a cover letter using a medium-sized LLM given the sorted clusters and job posting.

It's available on Github.