📋 DOM Extraction Pipeline
Lightweight JavaScript content scripts automatically scrape active browser text layers on live platforms like LinkedIn and Naukri dynamically.
🧠 Advanced NLP Preprocessing
Utilizes spaCy frameworks to isolate raw text, strip stop-word noise, and calculate grammatical lemmatization for normalized token arrays.
📐 Mathematical Vector Mapping
Transforms document matrices using scikit-learn TF-IDF vectorizers and applies Cosine Similarity equations for context-aware scoring metrics.
⚙️ Production System Core
The system decouples data presentation from intensive computation. The front-end acts as a seamless text capture wrapper, while an independent Python FastAPI microservice runs statistical machine learning inference loops locally to maintain absolute user text privacy.