# 💔 Rejected Before Applying Find out exactly why your resume won't make it — 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 — Deterministic Keyword Engine Scans resume and JD against 60 technical skills. Hard evidence, zero hallucination. Layer 2 — 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.