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4a339d7 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 | # AI Career Fair Matcher - System Overview
## Purpose
AI Career Fair Matcher helps students identify which companies to prioritize at career fairs using AI + job board analysis.
Users upload a resume and the system:
- extracts skills and experience
- analyzes company job boards
- ranks companies based on fit
- suggests what to say to recruiters
## Core Idea
Turn:
Resume + Company List → Actionable Career Strategy
## Key Features
- Resume upload (PDF)
- AI-powered resume parsing
- Built-in company lists (no setup needed)
- Optional custom CSV upload
- Job board scraping (requests + Playwright fallback)
- Company ranking
- Match explanations
- Recruiter talking points
## Inputs
- Resume (PDF)
- Company source:
- built-in CSV (default)
- uploaded CSV (optional)
- Preferences (optional):
- entry-level only
- remote preference
- location
## Outputs
- Ranked companies
- Matching job roles
- Resume profile (JSON)
- Match explanations
- Talking points
## Architecture
1. Resume Processing
2. AI Profile Extraction
3. Company Loader
4. Job Scraper
5. ATS Detection
6. Job Extraction
7. Matching Engine
8. Ranking Engine
9. UI Display
## Deployment Target
Hugging Face Spaces (Gradio app)
## Design Principles
- Zero setup (works out of the box)
- Explainable results
- Modular backend
- Resume-driven personalization
- Resilient to broken job sites |