Powered by NVIDIA NIM & ChromaDB
Cypher AI Job Matcher
A highly advanced hybrid Retrieval-Augmented Generation (RAG) platform. Semantically match your CV against vector databases and dynamically generate custom application strategies.
Powered by NVIDIA NIM
Cypher AI Job Matcher
A highly advanced hybrid RAG platform. Match your CV and generate custom application strategies.
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System Architecture
Automated RAG Pipeline
Our intelligent engine processes your data through a multi-stage vector retrieval and generation system, delivering highly personalized job match strategies in milliseconds.
01 CV Ingestion
Deep PDF parsing and semantic chunking of user profile and skill data.
02 Embeddings
NVIDIA Nemotron microservice heavily vectorizes the semantic chunks.
03 Vector Storage
ChromaDB cloud performs rapid HNSW Cosine Distance similarity search.
04 Strategy Gen
Generative LLM synthesizes retrieved context into actionable strategies.
Complete Pipeline Processing & Data Conversion Map
Live visualization of data ingestion, semantic retrieval, AI reranking, and strategy generation dynamics.
LinkedIn Data
final_data.csv
Naukri Data
marketing_sample.csv
Data Extraction
seedCsv.ts
Embedding Model
NVIDIA NIM: nemotron
Float Vectors
1024-Dimension Array
Vector Database
ChromaDB Cloud
User Query
CV + Job Prefs
Query Embedding
NVIDIA NIM (Query Mode)
Query Vector
Array
Similarity Search
ChromaDB Native HNSW
Reranker Model
NVIDIA llama-nemotron-rerank
Reranked Results
Scaled Probability (55-98%)
Generative LLM
NVIDIA meta/llama-3.3
Strategy Output
Analysis Markdown
React UI
Job Matcher Dashboard