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# πŸ’” Rejected Before Applying
Find out exactly why your resume won't make it β€” before you waste the application.
## Links
- Blog: https://huggingface.co/blog/build-small-hackathon/rejected-before-applying
- LinkedIn: https://www.linkedin.com/posts/srirama-mallela-8b5317240_buildsmallhackathon-huggingface-gradio-share-7472438165082124288-ztM8
## What It Does
A two-layer pipeline that reads your resume the way a hiring manager actually does.
Layer 1 β€” Deterministic Keyword Engine
Scans resume and JD against 60 technical skills. Hard evidence, zero hallucination.
Layer 2 β€” AI Hiring Manager Llama 3.1 8B
Grounded in the keyword evidence, generates why you will be rejected, top 3 skill gaps, specific projects to build, a 30 day improvement plan, and 3 resume bullets to add after building those projects.
## Input
Resume and Job Description via paste or file upload (PDF, DOCX, TXT)
## Output
Evidence-based skill match score, full rejection diagnosis, 30-day action plan, resume fix bullets
## Stack
Model: meta-llama/Llama-3.1-8B-Instruct via HF Inference Router
Keyword Engine: Deterministic regex over 60 technical skills
UI: Gradio
File parsing: pypdf and python-docx
## Who This Is For
MS students, new grads, career switchers, anyone tired of rejection silence
Built for the Hugging Face Build Small Hackathon.