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Onyx: Advanced RAG Prototyping

Enterprise-Ready Knowledge Management System

🚀 Onyx: Enterprise RAG Excellence

Rapid prototyping and deep exploration of Onyx for enterprise AI-powered knowledge management. Investigated custom connectors and advanced security features.

Rapid Prototyping & POC Development
<200ms achievable
Query Latency
📚
10M+ docs
Scalable
🔌
Prototyped
Custom Connectors
99.99% achievable
Reliability

🎯 What I've Explored with Onyx

🔧 Custom Document Connector

Prototyped a custom PDF connector, but custom connectors can empower enterprise documentation systems, indexing manuals, guides, and wikis with intelligent chunking.

🏠 Multi-Tenant Architecture

Multi-tenancy can be achieved through database schema isolation, separate Vespa indexes, and role-based access controls.

Learn more →

📊 Analytics Dashboard

Analytics can be implemented by creating custom FastAPI endpoints to query PostgreSQL logs. Would require developing API routes for metrics and a dashboard UI in Next.js.

🚀 Performance Optimization

Performance can be optimized through Vespa tuning, Redis caching strategies, chunk size optimization, and PostgreSQL query indexing.

💻 Technical Stack & Ports

frontend.conf

Frontend

ui: Next.js @ 5050
proxy: Nginx
backend.conf

Backend

api: FastAPI @ 5008
db: PostgreSQL @ 5433
infra.conf

Infrastructure

search: Vespa @ 5019
cache: Redis @ 5379

Ready to transform enterprise knowledge management with advanced RAG prototyping?

Let's discuss how my Onyx expertise can accelerate your AI initiatives.