| Layer | Technology / Consideration | |-------|----------------------------| | Frontend | React + Tailwind (web), React Native (mobile) | | Backend | Node.js + Express (or Django for heavy NLP) | | APIs | Twitter v2, LinkedIn OAuth 2.0, Instagram Basic Display, TikTok Business | | NLP | Hugging Face (RoBERTa for toxicity), spaCy for NER, custom BERT for skill extraction | | Image analysis | AWS Rekognition / Google Vision (moderation + object detection) | | Vector DB | Pinecone or Qdrant (for content-to-job description similarity) | | Scheduling | Cron + Celery (for recurring audits) | | Privacy | User data never stored – only derived scores & anonymized patterns for model training (opt-in) |
| Risk | Example | |-------|---------| | Unprofessional posts | Rants, illegal activity, offensive jokes, or party photos. | | Controversial opinions | Public arguments, divisive political or religious posts. | | Employer scrutiny | 70% of employers check social media before hiring (CareerBuilder). | | Leaking company info | Sharing internal screenshots, client details, or trade secrets. | | Time wasting | Overt scrolling during work hours → lower productivity. | onlyfans+janetexposed+2023+janet+mason+taboo+r+top
| Opportunity | Example | |-------------|---------| | Personal Branding | Sharing industry insights, projects, or portfolio work on LinkedIn or Twitter. | | Networking | Engaging with leaders, commenting on posts, joining niche communities. | | Job Discovery | Following company pages, recruiters, and using hashtags like #JobSearch. | | Showcasing Skills | Posting code on GitHub (shared via Twitter), design work on Instagram, writing on Medium. | | Thought Leadership | Writing threads or articles that demonstrate expertise in your field. | | Risk | Example | |-------|---------| | Unprofessional